id sid tid token lemma pos work_njzbswnor5hvngpfyf2j222agy 1 1 This this DT work_njzbswnor5hvngpfyf2j222agy 1 2 article article NN work_njzbswnor5hvngpfyf2j222agy 1 3 appeared appear VBD work_njzbswnor5hvngpfyf2j222agy 1 4 in in IN work_njzbswnor5hvngpfyf2j222agy 1 5 a a DT work_njzbswnor5hvngpfyf2j222agy 1 6 journal journal NN work_njzbswnor5hvngpfyf2j222agy 1 7 published publish VBN work_njzbswnor5hvngpfyf2j222agy 1 8 by by IN work_njzbswnor5hvngpfyf2j222agy 1 9 Elsevier Elsevier NNP work_njzbswnor5hvngpfyf2j222agy 1 10 . . . work_njzbswnor5hvngpfyf2j222agy 2 1 The the DT work_njzbswnor5hvngpfyf2j222agy 2 2 attached attach VBN work_njzbswnor5hvngpfyf2j222agy 2 3 copy copy NN work_njzbswnor5hvngpfyf2j222agy 2 4 is be VBZ work_njzbswnor5hvngpfyf2j222agy 2 5 furnished furnish VBN work_njzbswnor5hvngpfyf2j222agy 2 6 to to IN work_njzbswnor5hvngpfyf2j222agy 2 7 the the DT work_njzbswnor5hvngpfyf2j222agy 2 8 author author NN work_njzbswnor5hvngpfyf2j222agy 2 9 for for IN work_njzbswnor5hvngpfyf2j222agy 2 10 internal internal JJ work_njzbswnor5hvngpfyf2j222agy 2 11 non non JJ work_njzbswnor5hvngpfyf2j222agy 2 12 - - JJ work_njzbswnor5hvngpfyf2j222agy 2 13 commercial commercial JJ work_njzbswnor5hvngpfyf2j222agy 2 14 research research NN work_njzbswnor5hvngpfyf2j222agy 2 15 and and CC work_njzbswnor5hvngpfyf2j222agy 2 16 education education NN work_njzbswnor5hvngpfyf2j222agy 2 17 use use NN work_njzbswnor5hvngpfyf2j222agy 2 18 , , , work_njzbswnor5hvngpfyf2j222agy 2 19 including include VBG work_njzbswnor5hvngpfyf2j222agy 2 20 for for IN work_njzbswnor5hvngpfyf2j222agy 2 21 instruction instruction NN work_njzbswnor5hvngpfyf2j222agy 2 22 at at IN work_njzbswnor5hvngpfyf2j222agy 2 23 the the DT work_njzbswnor5hvngpfyf2j222agy 2 24 authors author NNS work_njzbswnor5hvngpfyf2j222agy 2 25 institution institution NN work_njzbswnor5hvngpfyf2j222agy 2 26 and and CC work_njzbswnor5hvngpfyf2j222agy 2 27 sharing share VBG work_njzbswnor5hvngpfyf2j222agy 2 28 with with IN work_njzbswnor5hvngpfyf2j222agy 2 29 colleagues colleague NNS work_njzbswnor5hvngpfyf2j222agy 2 30 . . . work_njzbswnor5hvngpfyf2j222agy 3 1 Other other JJ work_njzbswnor5hvngpfyf2j222agy 3 2 uses use NNS work_njzbswnor5hvngpfyf2j222agy 3 3 , , , work_njzbswnor5hvngpfyf2j222agy 3 4 including include VBG work_njzbswnor5hvngpfyf2j222agy 3 5 reproduction reproduction NN work_njzbswnor5hvngpfyf2j222agy 3 6 and and CC work_njzbswnor5hvngpfyf2j222agy 3 7 distribution distribution NN work_njzbswnor5hvngpfyf2j222agy 3 8 , , , work_njzbswnor5hvngpfyf2j222agy 3 9 or or CC work_njzbswnor5hvngpfyf2j222agy 3 10 selling sell VBG work_njzbswnor5hvngpfyf2j222agy 3 11 or or CC work_njzbswnor5hvngpfyf2j222agy 3 12 licensing licensing NN work_njzbswnor5hvngpfyf2j222agy 3 13 copies copy NNS work_njzbswnor5hvngpfyf2j222agy 3 14 , , , work_njzbswnor5hvngpfyf2j222agy 3 15 or or CC work_njzbswnor5hvngpfyf2j222agy 3 16 posting post VBG work_njzbswnor5hvngpfyf2j222agy 3 17 to to IN work_njzbswnor5hvngpfyf2j222agy 3 18 personal personal JJ work_njzbswnor5hvngpfyf2j222agy 3 19 , , , work_njzbswnor5hvngpfyf2j222agy 3 20 institutional institutional JJ work_njzbswnor5hvngpfyf2j222agy 3 21 or or CC work_njzbswnor5hvngpfyf2j222agy 3 22 third third JJ work_njzbswnor5hvngpfyf2j222agy 3 23 party party NN work_njzbswnor5hvngpfyf2j222agy 3 24 websites website NNS work_njzbswnor5hvngpfyf2j222agy 3 25 are be VBP work_njzbswnor5hvngpfyf2j222agy 3 26 prohibited prohibit VBN work_njzbswnor5hvngpfyf2j222agy 3 27 . . . work_njzbswnor5hvngpfyf2j222agy 4 1 In in IN work_njzbswnor5hvngpfyf2j222agy 4 2 most most JJS work_njzbswnor5hvngpfyf2j222agy 4 3 cases case NNS work_njzbswnor5hvngpfyf2j222agy 4 4 authors author NNS work_njzbswnor5hvngpfyf2j222agy 4 5 are be VBP work_njzbswnor5hvngpfyf2j222agy 4 6 permitted permit VBN work_njzbswnor5hvngpfyf2j222agy 4 7 to to TO work_njzbswnor5hvngpfyf2j222agy 4 8 post post VB work_njzbswnor5hvngpfyf2j222agy 4 9 their -PRON- PRP$ work_njzbswnor5hvngpfyf2j222agy 4 10 version version NN work_njzbswnor5hvngpfyf2j222agy 4 11 of of IN work_njzbswnor5hvngpfyf2j222agy 4 12 the the DT work_njzbswnor5hvngpfyf2j222agy 4 13 article article NN work_njzbswnor5hvngpfyf2j222agy 4 14 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 4 15 e.g. e.g. RB work_njzbswnor5hvngpfyf2j222agy 5 1 in in IN work_njzbswnor5hvngpfyf2j222agy 5 2 Word Word NNP work_njzbswnor5hvngpfyf2j222agy 5 3 or or CC work_njzbswnor5hvngpfyf2j222agy 5 4 Tex Tex NNP work_njzbswnor5hvngpfyf2j222agy 5 5 form form NN work_njzbswnor5hvngpfyf2j222agy 5 6 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 5 7 to to IN work_njzbswnor5hvngpfyf2j222agy 5 8 their -PRON- PRP$ work_njzbswnor5hvngpfyf2j222agy 5 9 personal personal JJ work_njzbswnor5hvngpfyf2j222agy 5 10 website website NN work_njzbswnor5hvngpfyf2j222agy 5 11 or or CC work_njzbswnor5hvngpfyf2j222agy 5 12 institutional institutional JJ work_njzbswnor5hvngpfyf2j222agy 5 13 repository repository NN work_njzbswnor5hvngpfyf2j222agy 5 14 . . . work_njzbswnor5hvngpfyf2j222agy 6 1 Authors author NNS work_njzbswnor5hvngpfyf2j222agy 6 2 requiring require VBG work_njzbswnor5hvngpfyf2j222agy 6 3 further further JJ work_njzbswnor5hvngpfyf2j222agy 6 4 information information NN work_njzbswnor5hvngpfyf2j222agy 6 5 regarding regard VBG work_njzbswnor5hvngpfyf2j222agy 6 6 Elsevier Elsevier NNP work_njzbswnor5hvngpfyf2j222agy 6 7 ’s ’s POS work_njzbswnor5hvngpfyf2j222agy 6 8 archiving archiving NN work_njzbswnor5hvngpfyf2j222agy 6 9 and and CC work_njzbswnor5hvngpfyf2j222agy 6 10 manuscript manuscript NN work_njzbswnor5hvngpfyf2j222agy 6 11 policies policy NNS work_njzbswnor5hvngpfyf2j222agy 6 12 are be VBP work_njzbswnor5hvngpfyf2j222agy 6 13 encouraged encourage VBN work_njzbswnor5hvngpfyf2j222agy 6 14 to to TO work_njzbswnor5hvngpfyf2j222agy 6 15 visit visit VB work_njzbswnor5hvngpfyf2j222agy 6 16 : : : work_njzbswnor5hvngpfyf2j222agy 6 17 http://www.elsevier.com/copyright http://www.elsevier.com/copyright ADD work_njzbswnor5hvngpfyf2j222agy 6 18 http://www.elsevier.com/copyright http://www.elsevier.com/copyright NNP work_njzbswnor5hvngpfyf2j222agy 6 19 Author author NN work_njzbswnor5hvngpfyf2j222agy 6 20 's 's POS work_njzbswnor5hvngpfyf2j222agy 6 21 personal personal JJ work_njzbswnor5hvngpfyf2j222agy 6 22 copy copy NN work_njzbswnor5hvngpfyf2j222agy 6 23 An an DT work_njzbswnor5hvngpfyf2j222agy 6 24 expert expert NN work_njzbswnor5hvngpfyf2j222agy 6 25 system system NN work_njzbswnor5hvngpfyf2j222agy 6 26 based base VBN work_njzbswnor5hvngpfyf2j222agy 6 27 on on IN work_njzbswnor5hvngpfyf2j222agy 6 28 least least JJS work_njzbswnor5hvngpfyf2j222agy 6 29 square square JJ work_njzbswnor5hvngpfyf2j222agy 6 30 support support NN work_njzbswnor5hvngpfyf2j222agy 6 31 vector vector NN work_njzbswnor5hvngpfyf2j222agy 6 32 machines machine NNS work_njzbswnor5hvngpfyf2j222agy 6 33 for for IN work_njzbswnor5hvngpfyf2j222agy 6 34 diagnosis diagnosis NN work_njzbswnor5hvngpfyf2j222agy 6 35 of of IN work_njzbswnor5hvngpfyf2j222agy 6 36 the the DT work_njzbswnor5hvngpfyf2j222agy 6 37 valvular valvular JJ work_njzbswnor5hvngpfyf2j222agy 6 38 heart heart NN work_njzbswnor5hvngpfyf2j222agy 6 39 disease disease NN work_njzbswnor5hvngpfyf2j222agy 6 40 Davut Davut NNP work_njzbswnor5hvngpfyf2j222agy 6 41 Hanbay Hanbay NNP work_njzbswnor5hvngpfyf2j222agy 6 42 * * NFP work_njzbswnor5hvngpfyf2j222agy 6 43 Firat Firat NNP work_njzbswnor5hvngpfyf2j222agy 6 44 University University NNP work_njzbswnor5hvngpfyf2j222agy 6 45 , , , work_njzbswnor5hvngpfyf2j222agy 6 46 Technical Technical NNP work_njzbswnor5hvngpfyf2j222agy 6 47 Education Education NNP work_njzbswnor5hvngpfyf2j222agy 6 48 Faculty Faculty NNP work_njzbswnor5hvngpfyf2j222agy 6 49 , , , work_njzbswnor5hvngpfyf2j222agy 6 50 Department Department NNP work_njzbswnor5hvngpfyf2j222agy 6 51 of of IN work_njzbswnor5hvngpfyf2j222agy 6 52 Electronics Electronics NNPS work_njzbswnor5hvngpfyf2j222agy 6 53 and and CC work_njzbswnor5hvngpfyf2j222agy 6 54 Computer Computer NNP work_njzbswnor5hvngpfyf2j222agy 6 55 Science Science NNP work_njzbswnor5hvngpfyf2j222agy 6 56 , , , work_njzbswnor5hvngpfyf2j222agy 6 57 23119 23119 CD work_njzbswnor5hvngpfyf2j222agy 6 58 Elazig Elazig NNP work_njzbswnor5hvngpfyf2j222agy 6 59 , , , work_njzbswnor5hvngpfyf2j222agy 6 60 Turkey Turkey NNP work_njzbswnor5hvngpfyf2j222agy 6 61 a a NNP work_njzbswnor5hvngpfyf2j222agy 6 62 r r NN work_njzbswnor5hvngpfyf2j222agy 6 63 t t NN work_njzbswnor5hvngpfyf2j222agy 6 64 i i NN work_njzbswnor5hvngpfyf2j222agy 6 65 c c NN work_njzbswnor5hvngpfyf2j222agy 6 66 l l NN work_njzbswnor5hvngpfyf2j222agy 6 67 e e NNP work_njzbswnor5hvngpfyf2j222agy 6 68 i i NNP work_njzbswnor5hvngpfyf2j222agy 6 69 n n CC work_njzbswnor5hvngpfyf2j222agy 6 70 f f NNP work_njzbswnor5hvngpfyf2j222agy 6 71 o o NNP work_njzbswnor5hvngpfyf2j222agy 6 72 Keywords Keywords NNPS work_njzbswnor5hvngpfyf2j222agy 6 73 : : : work_njzbswnor5hvngpfyf2j222agy 6 74 Valvular valvular JJ work_njzbswnor5hvngpfyf2j222agy 6 75 heart heart NN work_njzbswnor5hvngpfyf2j222agy 6 76 disease disease NN work_njzbswnor5hvngpfyf2j222agy 6 77 Wavelet Wavelet NNP work_njzbswnor5hvngpfyf2j222agy 6 78 packet packet NN work_njzbswnor5hvngpfyf2j222agy 6 79 decomposition decomposition NN work_njzbswnor5hvngpfyf2j222agy 6 80 Entropy Entropy NNP work_njzbswnor5hvngpfyf2j222agy 6 81 Fast fast JJ work_njzbswnor5hvngpfyf2j222agy 6 82 - - HYPH work_njzbswnor5hvngpfyf2j222agy 6 83 Fourier fourier NN work_njzbswnor5hvngpfyf2j222agy 6 84 transform transform NN work_njzbswnor5hvngpfyf2j222agy 6 85 Least Least JJS work_njzbswnor5hvngpfyf2j222agy 6 86 squares square VBZ work_njzbswnor5hvngpfyf2j222agy 6 87 support support NN work_njzbswnor5hvngpfyf2j222agy 6 88 vector vector NN work_njzbswnor5hvngpfyf2j222agy 6 89 machine machine NN work_njzbswnor5hvngpfyf2j222agy 6 90 a a DT work_njzbswnor5hvngpfyf2j222agy 6 91 b b NNP work_njzbswnor5hvngpfyf2j222agy 6 92 s s NNP work_njzbswnor5hvngpfyf2j222agy 6 93 t t NNP work_njzbswnor5hvngpfyf2j222agy 6 94 r r NNP work_njzbswnor5hvngpfyf2j222agy 6 95 a a DT work_njzbswnor5hvngpfyf2j222agy 6 96 c c NN work_njzbswnor5hvngpfyf2j222agy 6 97 t t NN work_njzbswnor5hvngpfyf2j222agy 6 98 There there EX work_njzbswnor5hvngpfyf2j222agy 6 99 has have VBZ work_njzbswnor5hvngpfyf2j222agy 6 100 been be VBN work_njzbswnor5hvngpfyf2j222agy 6 101 a a DT work_njzbswnor5hvngpfyf2j222agy 6 102 growing grow VBG work_njzbswnor5hvngpfyf2j222agy 6 103 research research NN work_njzbswnor5hvngpfyf2j222agy 6 104 interest interest NN work_njzbswnor5hvngpfyf2j222agy 6 105 in in IN work_njzbswnor5hvngpfyf2j222agy 6 106 the the DT work_njzbswnor5hvngpfyf2j222agy 6 107 use use NN work_njzbswnor5hvngpfyf2j222agy 6 108 of of IN work_njzbswnor5hvngpfyf2j222agy 6 109 intelligent intelligent JJ work_njzbswnor5hvngpfyf2j222agy 6 110 methods method NNS work_njzbswnor5hvngpfyf2j222agy 6 111 in in IN work_njzbswnor5hvngpfyf2j222agy 6 112 biomedical biomedical JJ work_njzbswnor5hvngpfyf2j222agy 6 113 studies study NNS work_njzbswnor5hvngpfyf2j222agy 6 114 . . . work_njzbswnor5hvngpfyf2j222agy 7 1 This this DT work_njzbswnor5hvngpfyf2j222agy 7 2 is be VBZ work_njzbswnor5hvngpfyf2j222agy 7 3 the the DT work_njzbswnor5hvngpfyf2j222agy 7 4 result result NN work_njzbswnor5hvngpfyf2j222agy 7 5 of of IN work_njzbswnor5hvngpfyf2j222agy 7 6 developments development NNS work_njzbswnor5hvngpfyf2j222agy 7 7 in in IN work_njzbswnor5hvngpfyf2j222agy 7 8 the the DT work_njzbswnor5hvngpfyf2j222agy 7 9 area area NN work_njzbswnor5hvngpfyf2j222agy 7 10 of of IN work_njzbswnor5hvngpfyf2j222agy 7 11 data datum NNS work_njzbswnor5hvngpfyf2j222agy 7 12 analysis analysis NN work_njzbswnor5hvngpfyf2j222agy 7 13 and and CC work_njzbswnor5hvngpfyf2j222agy 7 14 classifying classifying NN work_njzbswnor5hvngpfyf2j222agy 7 15 techniques technique NNS work_njzbswnor5hvngpfyf2j222agy 7 16 . . . work_njzbswnor5hvngpfyf2j222agy 8 1 In in IN work_njzbswnor5hvngpfyf2j222agy 8 2 this this DT work_njzbswnor5hvngpfyf2j222agy 8 3 paper paper NN work_njzbswnor5hvngpfyf2j222agy 8 4 , , , work_njzbswnor5hvngpfyf2j222agy 8 5 an an DT work_njzbswnor5hvngpfyf2j222agy 8 6 expert expert NN work_njzbswnor5hvngpfyf2j222agy 8 7 system system NN work_njzbswnor5hvngpfyf2j222agy 8 8 based base VBN work_njzbswnor5hvngpfyf2j222agy 8 9 on on IN work_njzbswnor5hvngpfyf2j222agy 8 10 least least JJS work_njzbswnor5hvngpfyf2j222agy 8 11 squares square NNS work_njzbswnor5hvngpfyf2j222agy 8 12 support support NN work_njzbswnor5hvngpfyf2j222agy 8 13 vector vector NN work_njzbswnor5hvngpfyf2j222agy 8 14 machines machine NNS work_njzbswnor5hvngpfyf2j222agy 8 15 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 8 16 LS LS NNP work_njzbswnor5hvngpfyf2j222agy 8 17 - - HYPH work_njzbswnor5hvngpfyf2j222agy 8 18 SVM SVM NNP work_njzbswnor5hvngpfyf2j222agy 8 19 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 8 20 for for IN work_njzbswnor5hvngpfyf2j222agy 8 21 diagnosis diagnosis NN work_njzbswnor5hvngpfyf2j222agy 8 22 of of IN work_njzbswnor5hvngpfyf2j222agy 8 23 valvular valvular JJ work_njzbswnor5hvngpfyf2j222agy 8 24 heart heart NN work_njzbswnor5hvngpfyf2j222agy 8 25 disease disease NN work_njzbswnor5hvngpfyf2j222agy 8 26 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 8 27 VHD VHD NNP work_njzbswnor5hvngpfyf2j222agy 8 28 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 8 29 is be VBZ work_njzbswnor5hvngpfyf2j222agy 8 30 presented present VBN work_njzbswnor5hvngpfyf2j222agy 8 31 . . . work_njzbswnor5hvngpfyf2j222agy 9 1 Wavelet wavelet JJ work_njzbswnor5hvngpfyf2j222agy 9 2 packet packet NN work_njzbswnor5hvngpfyf2j222agy 9 3 decomposition decomposition NN work_njzbswnor5hvngpfyf2j222agy 9 4 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 9 5 WPD wpd NN work_njzbswnor5hvngpfyf2j222agy 9 6 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 9 7 and and CC work_njzbswnor5hvngpfyf2j222agy 9 8 fast fast JJ work_njzbswnor5hvngpfyf2j222agy 9 9 - - HYPH work_njzbswnor5hvngpfyf2j222agy 9 10 Fourier fourier NN work_njzbswnor5hvngpfyf2j222agy 9 11 transform transform NN work_njzbswnor5hvngpfyf2j222agy 9 12 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 9 13 FFT FFT NNP work_njzbswnor5hvngpfyf2j222agy 9 14 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 9 15 methods method NNS work_njzbswnor5hvngpfyf2j222agy 9 16 are be VBP work_njzbswnor5hvngpfyf2j222agy 9 17 used use VBN work_njzbswnor5hvngpfyf2j222agy 9 18 for for IN work_njzbswnor5hvngpfyf2j222agy 9 19 feature feature NN work_njzbswnor5hvngpfyf2j222agy 9 20 extracting extract VBG work_njzbswnor5hvngpfyf2j222agy 9 21 from from IN work_njzbswnor5hvngpfyf2j222agy 9 22 Doppler Doppler NNP work_njzbswnor5hvngpfyf2j222agy 9 23 signals signal NNS work_njzbswnor5hvngpfyf2j222agy 9 24 . . . work_njzbswnor5hvngpfyf2j222agy 10 1 LS LS NNP work_njzbswnor5hvngpfyf2j222agy 10 2 - - HYPH work_njzbswnor5hvngpfyf2j222agy 10 3 SVM SVM NNP work_njzbswnor5hvngpfyf2j222agy 10 4 is be VBZ work_njzbswnor5hvngpfyf2j222agy 10 5 used use VBN work_njzbswnor5hvngpfyf2j222agy 10 6 in in IN work_njzbswnor5hvngpfyf2j222agy 10 7 the the DT work_njzbswnor5hvngpfyf2j222agy 10 8 classification classification NN work_njzbswnor5hvngpfyf2j222agy 10 9 stage stage NN work_njzbswnor5hvngpfyf2j222agy 10 10 . . . work_njzbswnor5hvngpfyf2j222agy 11 1 Threefold threefold JJ work_njzbswnor5hvngpfyf2j222agy 11 2 cross cross NN work_njzbswnor5hvngpfyf2j222agy 11 3 - - NN work_njzbswnor5hvngpfyf2j222agy 11 4 validation validation JJ work_njzbswnor5hvngpfyf2j222agy 11 5 method method NN work_njzbswnor5hvngpfyf2j222agy 11 6 is be VBZ work_njzbswnor5hvngpfyf2j222agy 11 7 used use VBN work_njzbswnor5hvngpfyf2j222agy 11 8 to to TO work_njzbswnor5hvngpfyf2j222agy 11 9 evaluate evaluate VB work_njzbswnor5hvngpfyf2j222agy 11 10 the the DT work_njzbswnor5hvngpfyf2j222agy 11 11 proposed propose VBN work_njzbswnor5hvngpfyf2j222agy 11 12 expert expert NN work_njzbswnor5hvngpfyf2j222agy 11 13 system system NN work_njzbswnor5hvngpfyf2j222agy 11 14 performance performance NN work_njzbswnor5hvngpfyf2j222agy 11 15 . . . work_njzbswnor5hvngpfyf2j222agy 12 1 The the DT work_njzbswnor5hvngpfyf2j222agy 12 2 performances performance NNS work_njzbswnor5hvngpfyf2j222agy 12 3 of of IN work_njzbswnor5hvngpfyf2j222agy 12 4 the the DT work_njzbswnor5hvngpfyf2j222agy 12 5 developed develop VBN work_njzbswnor5hvngpfyf2j222agy 12 6 systems system NNS work_njzbswnor5hvngpfyf2j222agy 12 7 were be VBD work_njzbswnor5hvngpfyf2j222agy 12 8 evaluated evaluate VBN work_njzbswnor5hvngpfyf2j222agy 12 9 in in IN work_njzbswnor5hvngpfyf2j222agy 12 10 105 105 CD work_njzbswnor5hvngpfyf2j222agy 12 11 samples sample NNS work_njzbswnor5hvngpfyf2j222agy 12 12 that that WDT work_njzbswnor5hvngpfyf2j222agy 12 13 contain contain VBP work_njzbswnor5hvngpfyf2j222agy 12 14 39 39 CD work_njzbswnor5hvngpfyf2j222agy 12 15 normal normal JJ work_njzbswnor5hvngpfyf2j222agy 12 16 and and CC work_njzbswnor5hvngpfyf2j222agy 12 17 66 66 CD work_njzbswnor5hvngpfyf2j222agy 12 18 abnormal abnormal JJ work_njzbswnor5hvngpfyf2j222agy 12 19 subjects subject NNS work_njzbswnor5hvngpfyf2j222agy 12 20 for for IN work_njzbswnor5hvngpfyf2j222agy 12 21 mitral mitral JJ work_njzbswnor5hvngpfyf2j222agy 12 22 valve valve NN work_njzbswnor5hvngpfyf2j222agy 12 23 disease disease NN work_njzbswnor5hvngpfyf2j222agy 12 24 . . . work_njzbswnor5hvngpfyf2j222agy 13 1 The the DT work_njzbswnor5hvngpfyf2j222agy 13 2 results result NNS work_njzbswnor5hvngpfyf2j222agy 13 3 showed show VBD work_njzbswnor5hvngpfyf2j222agy 13 4 that that IN work_njzbswnor5hvngpfyf2j222agy 13 5 this this DT work_njzbswnor5hvngpfyf2j222agy 13 6 system system NN work_njzbswnor5hvngpfyf2j222agy 13 7 is be VBZ work_njzbswnor5hvngpfyf2j222agy 13 8 effective effective JJ work_njzbswnor5hvngpfyf2j222agy 13 9 to to TO work_njzbswnor5hvngpfyf2j222agy 13 10 detect detect VB work_njzbswnor5hvngpfyf2j222agy 13 11 Doppler Doppler NNP work_njzbswnor5hvngpfyf2j222agy 13 12 heart heart NN work_njzbswnor5hvngpfyf2j222agy 13 13 sounds sound VBZ work_njzbswnor5hvngpfyf2j222agy 13 14 . . . work_njzbswnor5hvngpfyf2j222agy 14 1 The the DT work_njzbswnor5hvngpfyf2j222agy 14 2 average average JJ work_njzbswnor5hvngpfyf2j222agy 14 3 correct correct JJ work_njzbswnor5hvngpfyf2j222agy 14 4 classification classification NN work_njzbswnor5hvngpfyf2j222agy 14 5 rate rate NN work_njzbswnor5hvngpfyf2j222agy 14 6 was be VBD work_njzbswnor5hvngpfyf2j222agy 14 7 about about IN work_njzbswnor5hvngpfyf2j222agy 14 8 96.13 96.13 CD work_njzbswnor5hvngpfyf2j222agy 14 9 % % NN work_njzbswnor5hvngpfyf2j222agy 14 10 for for IN work_njzbswnor5hvngpfyf2j222agy 14 11 normal normal JJ work_njzbswnor5hvngpfyf2j222agy 14 12 subjects subject NNS work_njzbswnor5hvngpfyf2j222agy 14 13 and and CC work_njzbswnor5hvngpfyf2j222agy 14 14 abnormal abnormal JJ work_njzbswnor5hvngpfyf2j222agy 14 15 subjects subject NNS work_njzbswnor5hvngpfyf2j222agy 14 16 . . . work_njzbswnor5hvngpfyf2j222agy 15 1 � � NNP work_njzbswnor5hvngpfyf2j222agy 15 2 2008 2008 CD work_njzbswnor5hvngpfyf2j222agy 15 3 Elsevier Elsevier NNP work_njzbswnor5hvngpfyf2j222agy 15 4 Ltd. Ltd. NNP work_njzbswnor5hvngpfyf2j222agy 15 5 All all DT work_njzbswnor5hvngpfyf2j222agy 15 6 rights right NNS work_njzbswnor5hvngpfyf2j222agy 15 7 reserved reserve VBN work_njzbswnor5hvngpfyf2j222agy 15 8 . . . work_njzbswnor5hvngpfyf2j222agy 16 1 1 1 LS work_njzbswnor5hvngpfyf2j222agy 16 2 . . . work_njzbswnor5hvngpfyf2j222agy 17 1 Introduction introduction NN work_njzbswnor5hvngpfyf2j222agy 17 2 In in IN work_njzbswnor5hvngpfyf2j222agy 17 3 recent recent JJ work_njzbswnor5hvngpfyf2j222agy 17 4 years year NNS work_njzbswnor5hvngpfyf2j222agy 17 5 , , , work_njzbswnor5hvngpfyf2j222agy 17 6 realized realize VBD work_njzbswnor5hvngpfyf2j222agy 17 7 medical medical JJ work_njzbswnor5hvngpfyf2j222agy 17 8 studies study NNS work_njzbswnor5hvngpfyf2j222agy 17 9 showed show VBD work_njzbswnor5hvngpfyf2j222agy 17 10 that that IN work_njzbswnor5hvngpfyf2j222agy 17 11 important important JJ work_njzbswnor5hvngpfyf2j222agy 17 12 causes cause NNS work_njzbswnor5hvngpfyf2j222agy 17 13 of of IN work_njzbswnor5hvngpfyf2j222agy 17 14 human human JJ work_njzbswnor5hvngpfyf2j222agy 17 15 deaths death NNS work_njzbswnor5hvngpfyf2j222agy 17 16 in in IN work_njzbswnor5hvngpfyf2j222agy 17 17 the the DT work_njzbswnor5hvngpfyf2j222agy 17 18 world world NN work_njzbswnor5hvngpfyf2j222agy 17 19 are be VBP work_njzbswnor5hvngpfyf2j222agy 17 20 heart heart NN work_njzbswnor5hvngpfyf2j222agy 17 21 diseases disease NNS work_njzbswnor5hvngpfyf2j222agy 17 22 . . . work_njzbswnor5hvngpfyf2j222agy 18 1 The the DT work_njzbswnor5hvngpfyf2j222agy 18 2 heart heart NN work_njzbswnor5hvngpfyf2j222agy 18 3 valve valve NN work_njzbswnor5hvngpfyf2j222agy 18 4 disorders disorder NNS work_njzbswnor5hvngpfyf2j222agy 18 5 are be VBP work_njzbswnor5hvngpfyf2j222agy 18 6 of of IN work_njzbswnor5hvngpfyf2j222agy 18 7 importance importance NN work_njzbswnor5hvngpfyf2j222agy 18 8 among among IN work_njzbswnor5hvngpfyf2j222agy 18 9 the the DT work_njzbswnor5hvngpfyf2j222agy 18 10 heart heart NN work_njzbswnor5hvngpfyf2j222agy 18 11 diseases disease NNS work_njzbswnor5hvngpfyf2j222agy 18 12 . . . work_njzbswnor5hvngpfyf2j222agy 19 1 Among among IN work_njzbswnor5hvngpfyf2j222agy 19 2 them -PRON- PRP work_njzbswnor5hvngpfyf2j222agy 19 3 , , , work_njzbswnor5hvngpfyf2j222agy 19 4 mitral mitral JJ work_njzbswnor5hvngpfyf2j222agy 19 5 and and CC work_njzbswnor5hvngpfyf2j222agy 19 6 aortic aortic JJ work_njzbswnor5hvngpfyf2j222agy 19 7 valve valve NN work_njzbswnor5hvngpfyf2j222agy 19 8 disorders disorder NNS work_njzbswnor5hvngpfyf2j222agy 19 9 are be VBP work_njzbswnor5hvngpfyf2j222agy 19 10 the the DT work_njzbswnor5hvngpfyf2j222agy 19 11 most most RBS work_njzbswnor5hvngpfyf2j222agy 19 12 com- com- JJ work_njzbswnor5hvngpfyf2j222agy 19 13 mon mon NN work_njzbswnor5hvngpfyf2j222agy 19 14 ones one NNS work_njzbswnor5hvngpfyf2j222agy 19 15 . . . work_njzbswnor5hvngpfyf2j222agy 20 1 For for IN work_njzbswnor5hvngpfyf2j222agy 20 2 this this DT work_njzbswnor5hvngpfyf2j222agy 20 3 reason reason NN work_njzbswnor5hvngpfyf2j222agy 20 4 , , , work_njzbswnor5hvngpfyf2j222agy 20 5 the the DT work_njzbswnor5hvngpfyf2j222agy 20 6 early early JJ work_njzbswnor5hvngpfyf2j222agy 20 7 detection detection NN work_njzbswnor5hvngpfyf2j222agy 20 8 of of IN work_njzbswnor5hvngpfyf2j222agy 20 9 valvular valvular JJ work_njzbswnor5hvngpfyf2j222agy 20 10 heart heart NN work_njzbswnor5hvngpfyf2j222agy 20 11 dis- dis- IN work_njzbswnor5hvngpfyf2j222agy 20 12 eases ease NNS work_njzbswnor5hvngpfyf2j222agy 20 13 is be VBZ work_njzbswnor5hvngpfyf2j222agy 20 14 one one CD work_njzbswnor5hvngpfyf2j222agy 20 15 of of IN work_njzbswnor5hvngpfyf2j222agy 20 16 the the DT work_njzbswnor5hvngpfyf2j222agy 20 17 most most RBS work_njzbswnor5hvngpfyf2j222agy 20 18 important important JJ work_njzbswnor5hvngpfyf2j222agy 20 19 medical medical JJ work_njzbswnor5hvngpfyf2j222agy 20 20 research research NN work_njzbswnor5hvngpfyf2j222agy 20 21 areas area NNS work_njzbswnor5hvngpfyf2j222agy 20 22 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 20 23 Akay Akay NNP work_njzbswnor5hvngpfyf2j222agy 20 24 , , , work_njzbswnor5hvngpfyf2j222agy 20 25 Akay Akay NNP work_njzbswnor5hvngpfyf2j222agy 20 26 , , , work_njzbswnor5hvngpfyf2j222agy 20 27 & & CC work_njzbswnor5hvngpfyf2j222agy 20 28 Welkowitz Welkowitz NNP work_njzbswnor5hvngpfyf2j222agy 20 29 , , , work_njzbswnor5hvngpfyf2j222agy 20 30 1992 1992 CD work_njzbswnor5hvngpfyf2j222agy 20 31 ; ; : work_njzbswnor5hvngpfyf2j222agy 20 32 Turkoglu Turkoglu NNP work_njzbswnor5hvngpfyf2j222agy 20 33 , , , work_njzbswnor5hvngpfyf2j222agy 20 34 Arslan Arslan NNP work_njzbswnor5hvngpfyf2j222agy 20 35 , , , work_njzbswnor5hvngpfyf2j222agy 20 36 & & CC work_njzbswnor5hvngpfyf2j222agy 20 37 Ilkay Ilkay NNP work_njzbswnor5hvngpfyf2j222agy 20 38 , , , work_njzbswnor5hvngpfyf2j222agy 20 39 2002 2002 CD work_njzbswnor5hvngpfyf2j222agy 20 40 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 20 41 . . . work_njzbswnor5hvngpfyf2j222agy 21 1 Nowa- Nowa- NNP work_njzbswnor5hvngpfyf2j222agy 21 2 days day NNS work_njzbswnor5hvngpfyf2j222agy 21 3 , , , work_njzbswnor5hvngpfyf2j222agy 21 4 the the DT work_njzbswnor5hvngpfyf2j222agy 21 5 used use VBN work_njzbswnor5hvngpfyf2j222agy 21 6 methods method NNS work_njzbswnor5hvngpfyf2j222agy 21 7 for for IN work_njzbswnor5hvngpfyf2j222agy 21 8 diagnosis diagnosis NN work_njzbswnor5hvngpfyf2j222agy 21 9 of of IN work_njzbswnor5hvngpfyf2j222agy 21 10 the the DT work_njzbswnor5hvngpfyf2j222agy 21 11 valvular valvular JJ work_njzbswnor5hvngpfyf2j222agy 21 12 heart heart NN work_njzbswnor5hvngpfyf2j222agy 21 13 diseases disease NNS work_njzbswnor5hvngpfyf2j222agy 21 14 are be VBP work_njzbswnor5hvngpfyf2j222agy 21 15 non non JJ work_njzbswnor5hvngpfyf2j222agy 21 16 - - JJ work_njzbswnor5hvngpfyf2j222agy 21 17 invasive invasive JJ work_njzbswnor5hvngpfyf2j222agy 21 18 techniques technique NNS work_njzbswnor5hvngpfyf2j222agy 21 19 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 21 20 electrocardiograms electrocardiogram NNS work_njzbswnor5hvngpfyf2j222agy 21 21 , , , work_njzbswnor5hvngpfyf2j222agy 21 22 chest chest NN work_njzbswnor5hvngpfyf2j222agy 21 23 X X NNS work_njzbswnor5hvngpfyf2j222agy 21 24 - - NNS work_njzbswnor5hvngpfyf2j222agy 21 25 rays ray NNS work_njzbswnor5hvngpfyf2j222agy 21 26 , , , work_njzbswnor5hvngpfyf2j222agy 21 27 heart heart NN work_njzbswnor5hvngpfyf2j222agy 21 28 sounds sound VBZ work_njzbswnor5hvngpfyf2j222agy 21 29 and and CC work_njzbswnor5hvngpfyf2j222agy 21 30 murmur murmur VBP work_njzbswnor5hvngpfyf2j222agy 21 31 from from IN work_njzbswnor5hvngpfyf2j222agy 21 32 stethoscope stethoscope NNP work_njzbswnor5hvngpfyf2j222agy 21 33 , , , work_njzbswnor5hvngpfyf2j222agy 21 34 ultrasound ultrasound NN work_njzbswnor5hvngpfyf2j222agy 21 35 imaging imaging NN work_njzbswnor5hvngpfyf2j222agy 21 36 and and CC work_njzbswnor5hvngpfyf2j222agy 21 37 Doppler Doppler NNP work_njzbswnor5hvngpfyf2j222agy 21 38 techniques technique NNS work_njzbswnor5hvngpfyf2j222agy 21 39 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 21 40 and and CC work_njzbswnor5hvngpfyf2j222agy 21 41 invasive invasive JJ work_njzbswnor5hvngpfyf2j222agy 21 42 techniques technique NNS work_njzbswnor5hvngpfyf2j222agy 21 43 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 21 44 angiography angiography NN work_njzbswnor5hvngpfyf2j222agy 21 45 and and CC work_njzbswnor5hvngpfyf2j222agy 21 46 transozefagial transozefagial JJ work_njzbswnor5hvngpfyf2j222agy 21 47 echocardiograph echocardiograph NN work_njzbswnor5hvngpfyf2j222agy 21 48 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 21 49 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 21 50 Nanda Nanda NNP work_njzbswnor5hvngpfyf2j222agy 21 51 , , , work_njzbswnor5hvngpfyf2j222agy 21 52 1993 1993 CD work_njzbswnor5hvngpfyf2j222agy 21 53 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 21 54 . . . work_njzbswnor5hvngpfyf2j222agy 22 1 However however RB work_njzbswnor5hvngpfyf2j222agy 22 2 , , , work_njzbswnor5hvngpfyf2j222agy 22 3 each each DT work_njzbswnor5hvngpfyf2j222agy 22 4 method method NN work_njzbswnor5hvngpfyf2j222agy 22 5 is be VBZ work_njzbswnor5hvngpfyf2j222agy 22 6 limited limited JJ work_njzbswnor5hvngpfyf2j222agy 22 7 in in IN work_njzbswnor5hvngpfyf2j222agy 22 8 its -PRON- PRP$ work_njzbswnor5hvngpfyf2j222agy 22 9 ability ability NN work_njzbswnor5hvngpfyf2j222agy 22 10 to to TO work_njzbswnor5hvngpfyf2j222agy 22 11 offer offer VB work_njzbswnor5hvngpfyf2j222agy 22 12 efficient efficient JJ work_njzbswnor5hvngpfyf2j222agy 22 13 and and CC work_njzbswnor5hvngpfyf2j222agy 22 14 thorough thorough JJ work_njzbswnor5hvngpfyf2j222agy 22 15 detection detection NN work_njzbswnor5hvngpfyf2j222agy 22 16 and and CC work_njzbswnor5hvngpfyf2j222agy 22 17 characterization characterization NN work_njzbswnor5hvngpfyf2j222agy 22 18 . . . work_njzbswnor5hvngpfyf2j222agy 23 1 All all PDT work_njzbswnor5hvngpfyf2j222agy 23 2 these these DT work_njzbswnor5hvngpfyf2j222agy 23 3 methods method NNS work_njzbswnor5hvngpfyf2j222agy 23 4 are be VBP work_njzbswnor5hvngpfyf2j222agy 23 5 based base VBN work_njzbswnor5hvngpfyf2j222agy 23 6 on on IN work_njzbswnor5hvngpfyf2j222agy 23 7 experience experience NN work_njzbswnor5hvngpfyf2j222agy 23 8 and and CC work_njzbswnor5hvngpfyf2j222agy 23 9 information information NN work_njzbswnor5hvngpfyf2j222agy 23 10 of of IN work_njzbswnor5hvngpfyf2j222agy 23 11 physician physician NN work_njzbswnor5hvngpfyf2j222agy 23 12 . . . work_njzbswnor5hvngpfyf2j222agy 24 1 Therefore therefore RB work_njzbswnor5hvngpfyf2j222agy 24 2 , , , work_njzbswnor5hvngpfyf2j222agy 24 3 developing develop VBG work_njzbswnor5hvngpfyf2j222agy 24 4 Human human JJ work_njzbswnor5hvngpfyf2j222agy 24 5 – – : work_njzbswnor5hvngpfyf2j222agy 24 6 Machine machine NN work_njzbswnor5hvngpfyf2j222agy 24 7 interfaces interface NNS work_njzbswnor5hvngpfyf2j222agy 24 8 with with IN work_njzbswnor5hvngpfyf2j222agy 24 9 the the DT work_njzbswnor5hvngpfyf2j222agy 24 10 existing exist VBG work_njzbswnor5hvngpfyf2j222agy 24 11 methods method NNS work_njzbswnor5hvngpfyf2j222agy 24 12 of of IN work_njzbswnor5hvngpfyf2j222agy 24 13 studies study NNS work_njzbswnor5hvngpfyf2j222agy 24 14 has have VBZ work_njzbswnor5hvngpfyf2j222agy 24 15 become become VBN work_njzbswnor5hvngpfyf2j222agy 24 16 popular popular JJ work_njzbswnor5hvngpfyf2j222agy 24 17 in in IN work_njzbswnor5hvngpfyf2j222agy 24 18 these these DT work_njzbswnor5hvngpfyf2j222agy 24 19 areas area NNS work_njzbswnor5hvngpfyf2j222agy 24 20 . . . work_njzbswnor5hvngpfyf2j222agy 25 1 By by IN work_njzbswnor5hvngpfyf2j222agy 25 2 using use VBG work_njzbswnor5hvngpfyf2j222agy 25 3 these these DT work_njzbswnor5hvngpfyf2j222agy 25 4 interfaces interface NNS work_njzbswnor5hvngpfyf2j222agy 25 5 , , , work_njzbswnor5hvngpfyf2j222agy 25 6 the the DT work_njzbswnor5hvngpfyf2j222agy 25 7 cardiologist cardiologist NN work_njzbswnor5hvngpfyf2j222agy 25 8 can can MD work_njzbswnor5hvngpfyf2j222agy 25 9 understand understand VB work_njzbswnor5hvngpfyf2j222agy 25 10 the the DT work_njzbswnor5hvngpfyf2j222agy 25 11 output output NN work_njzbswnor5hvngpfyf2j222agy 25 12 of of IN work_njzbswnor5hvngpfyf2j222agy 25 13 the the DT work_njzbswnor5hvngpfyf2j222agy 25 14 examination examination NN work_njzbswnor5hvngpfyf2j222agy 25 15 systems system NNS work_njzbswnor5hvngpfyf2j222agy 25 16 more more RBR work_njzbswnor5hvngpfyf2j222agy 25 17 easily easily RB work_njzbswnor5hvngpfyf2j222agy 25 18 and and CC work_njzbswnor5hvngpfyf2j222agy 25 19 diagnose diagnose VBP work_njzbswnor5hvngpfyf2j222agy 25 20 the the DT work_njzbswnor5hvngpfyf2j222agy 25 21 problem problem NN work_njzbswnor5hvngpfyf2j222agy 25 22 more more RBR work_njzbswnor5hvngpfyf2j222agy 25 23 accurately accurately RB work_njzbswnor5hvngpfyf2j222agy 25 24 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 25 25 Philpot Philpot NNP work_njzbswnor5hvngpfyf2j222agy 25 26 , , , work_njzbswnor5hvngpfyf2j222agy 25 27 Yoganathan Yoganathan NNP work_njzbswnor5hvngpfyf2j222agy 25 28 , , , work_njzbswnor5hvngpfyf2j222agy 25 29 & & CC work_njzbswnor5hvngpfyf2j222agy 25 30 Nanda Nanda NNP work_njzbswnor5hvngpfyf2j222agy 25 31 , , , work_njzbswnor5hvngpfyf2j222agy 25 32 1993 1993 CD work_njzbswnor5hvngpfyf2j222agy 25 33 ; ; : work_njzbswnor5hvngpfyf2j222agy 25 34 Turkoglu Turkoglu NNP work_njzbswnor5hvngpfyf2j222agy 25 35 et et NNP work_njzbswnor5hvngpfyf2j222agy 25 36 al al NNP work_njzbswnor5hvngpfyf2j222agy 25 37 . . NNP work_njzbswnor5hvngpfyf2j222agy 25 38 , , , work_njzbswnor5hvngpfyf2j222agy 25 39 2002 2002 CD work_njzbswnor5hvngpfyf2j222agy 25 40 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 25 41 . . . work_njzbswnor5hvngpfyf2j222agy 26 1 Doppler doppler NN work_njzbswnor5hvngpfyf2j222agy 26 2 techniques technique NNS work_njzbswnor5hvngpfyf2j222agy 26 3 are be VBP work_njzbswnor5hvngpfyf2j222agy 26 4 the the DT work_njzbswnor5hvngpfyf2j222agy 26 5 most most RBS work_njzbswnor5hvngpfyf2j222agy 26 6 preferred preferred JJ work_njzbswnor5hvngpfyf2j222agy 26 7 methods method NNS work_njzbswnor5hvngpfyf2j222agy 26 8 because because IN work_njzbswnor5hvngpfyf2j222agy 26 9 they -PRON- PRP work_njzbswnor5hvngpfyf2j222agy 26 10 are be VBP work_njzbswnor5hvngpfyf2j222agy 26 11 completely completely RB work_njzbswnor5hvngpfyf2j222agy 26 12 non non JJ work_njzbswnor5hvngpfyf2j222agy 26 13 - - JJ work_njzbswnor5hvngpfyf2j222agy 26 14 invasive invasive JJ work_njzbswnor5hvngpfyf2j222agy 26 15 and and CC work_njzbswnor5hvngpfyf2j222agy 26 16 without without IN work_njzbswnor5hvngpfyf2j222agy 26 17 a a DT work_njzbswnor5hvngpfyf2j222agy 26 18 risk risk NN work_njzbswnor5hvngpfyf2j222agy 26 19 in in IN work_njzbswnor5hvngpfyf2j222agy 26 20 the the DT work_njzbswnor5hvngpfyf2j222agy 26 21 serial serial JJ work_njzbswnor5hvngpfyf2j222agy 26 22 studies study NNS work_njzbswnor5hvngpfyf2j222agy 26 23 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 26 24 Keeton Keeton NNP work_njzbswnor5hvngpfyf2j222agy 26 25 & & CC work_njzbswnor5hvngpfyf2j222agy 26 26 Schlindwein Schlindwein NNP work_njzbswnor5hvngpfyf2j222agy 26 27 , , , work_njzbswnor5hvngpfyf2j222agy 26 28 1997 1997 CD work_njzbswnor5hvngpfyf2j222agy 26 29 ; ; : work_njzbswnor5hvngpfyf2j222agy 26 30 Turkoglu Turkoglu NNP work_njzbswnor5hvngpfyf2j222agy 26 31 et et NNP work_njzbswnor5hvngpfyf2j222agy 26 32 al al NNP work_njzbswnor5hvngpfyf2j222agy 26 33 . . NNP work_njzbswnor5hvngpfyf2j222agy 26 34 , , , work_njzbswnor5hvngpfyf2j222agy 26 35 2002 2002 CD work_njzbswnor5hvngpfyf2j222agy 26 36 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 26 37 . . . work_njzbswnor5hvngpfyf2j222agy 27 1 In in IN work_njzbswnor5hvngpfyf2j222agy 27 2 the the DT work_njzbswnor5hvngpfyf2j222agy 27 3 recent recent JJ work_njzbswnor5hvngpfyf2j222agy 27 4 years year NNS work_njzbswnor5hvngpfyf2j222agy 27 5 , , , work_njzbswnor5hvngpfyf2j222agy 27 6 Doppler doppler NN work_njzbswnor5hvngpfyf2j222agy 27 7 technique technique NN work_njzbswnor5hvngpfyf2j222agy 27 8 has have VBZ work_njzbswnor5hvngpfyf2j222agy 27 9 found find VBN work_njzbswnor5hvngpfyf2j222agy 27 10 increasing increase VBG work_njzbswnor5hvngpfyf2j222agy 27 11 use use NN work_njzbswnor5hvngpfyf2j222agy 27 12 in in IN work_njzbswnor5hvngpfyf2j222agy 27 13 the the DT work_njzbswnor5hvngpfyf2j222agy 27 14 medical medical JJ work_njzbswnor5hvngpfyf2j222agy 27 15 area area NN work_njzbswnor5hvngpfyf2j222agy 27 16 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 27 17 Wright Wright NNP work_njzbswnor5hvngpfyf2j222agy 27 18 , , , work_njzbswnor5hvngpfyf2j222agy 27 19 Gough Gough NNP work_njzbswnor5hvngpfyf2j222agy 27 20 , , , work_njzbswnor5hvngpfyf2j222agy 27 21 Rakebrandt Rakebrandt NNP work_njzbswnor5hvngpfyf2j222agy 27 22 , , , work_njzbswnor5hvngpfyf2j222agy 27 23 Wahab Wahab NNP work_njzbswnor5hvngpfyf2j222agy 27 24 , , , work_njzbswnor5hvngpfyf2j222agy 27 25 & & CC work_njzbswnor5hvngpfyf2j222agy 27 26 Wood- Wood- NNP work_njzbswnor5hvngpfyf2j222agy 27 27 cock cock VB work_njzbswnor5hvngpfyf2j222agy 27 28 , , , work_njzbswnor5hvngpfyf2j222agy 27 29 1997 1997 CD work_njzbswnor5hvngpfyf2j222agy 27 30 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 27 31 . . . work_njzbswnor5hvngpfyf2j222agy 28 1 Doppler doppl JJR work_njzbswnor5hvngpfyf2j222agy 28 2 heart heart NN work_njzbswnor5hvngpfyf2j222agy 28 3 sounds sound VBZ work_njzbswnor5hvngpfyf2j222agy 28 4 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 28 5 DHS DHS NNP work_njzbswnor5hvngpfyf2j222agy 28 6 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 28 7 are be VBP work_njzbswnor5hvngpfyf2j222agy 28 8 one one CD work_njzbswnor5hvngpfyf2j222agy 28 9 of of IN work_njzbswnor5hvngpfyf2j222agy 28 10 the the DT work_njzbswnor5hvngpfyf2j222agy 28 11 most most RBS work_njzbswnor5hvngpfyf2j222agy 28 12 important important JJ work_njzbswnor5hvngpfyf2j222agy 28 13 sounds sound NNS work_njzbswnor5hvngpfyf2j222agy 28 14 produced produce VBN work_njzbswnor5hvngpfyf2j222agy 28 15 by by IN work_njzbswnor5hvngpfyf2j222agy 28 16 blood blood NN work_njzbswnor5hvngpfyf2j222agy 28 17 flow flow NN work_njzbswnor5hvngpfyf2j222agy 28 18 , , , work_njzbswnor5hvngpfyf2j222agy 28 19 valves valve VBZ work_njzbswnor5hvngpfyf2j222agy 28 20 motion motion NN work_njzbswnor5hvngpfyf2j222agy 28 21 and and CC work_njzbswnor5hvngpfyf2j222agy 28 22 vibration vibration NN work_njzbswnor5hvngpfyf2j222agy 28 23 of of IN work_njzbswnor5hvngpfyf2j222agy 28 24 the the DT work_njzbswnor5hvngpfyf2j222agy 28 25 other other JJ work_njzbswnor5hvngpfyf2j222agy 28 26 cardiovascular cardiovascular JJ work_njzbswnor5hvngpfyf2j222agy 28 27 components component NNS work_njzbswnor5hvngpfyf2j222agy 28 28 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 28 29 Jing Jing NNP work_njzbswnor5hvngpfyf2j222agy 28 30 , , , work_njzbswnor5hvngpfyf2j222agy 28 31 Xuemin Xuemin NNP work_njzbswnor5hvngpfyf2j222agy 28 32 , , , work_njzbswnor5hvngpfyf2j222agy 28 33 Mingshi Mingshi NNP work_njzbswnor5hvngpfyf2j222agy 28 34 , , , work_njzbswnor5hvngpfyf2j222agy 28 35 & & CC work_njzbswnor5hvngpfyf2j222agy 28 36 Wie Wie NNP work_njzbswnor5hvngpfyf2j222agy 28 37 , , , work_njzbswnor5hvngpfyf2j222agy 28 38 1997 1997 CD work_njzbswnor5hvngpfyf2j222agy 28 39 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 28 40 . . . work_njzbswnor5hvngpfyf2j222agy 29 1 However however RB work_njzbswnor5hvngpfyf2j222agy 29 2 , , , work_njzbswnor5hvngpfyf2j222agy 29 3 the the DT work_njzbswnor5hvngpfyf2j222agy 29 4 factors factor NNS work_njzbswnor5hvngpfyf2j222agy 29 5 such such JJ work_njzbswnor5hvngpfyf2j222agy 29 6 as as IN work_njzbswnor5hvngpfyf2j222agy 29 7 calcified calcify VBN work_njzbswnor5hvngpfyf2j222agy 29 8 dis- dis- CC work_njzbswnor5hvngpfyf2j222agy 29 9 ease ease NN work_njzbswnor5hvngpfyf2j222agy 29 10 or or CC work_njzbswnor5hvngpfyf2j222agy 29 11 obesity obesity NN work_njzbswnor5hvngpfyf2j222agy 29 12 often often RB work_njzbswnor5hvngpfyf2j222agy 29 13 result result VBP work_njzbswnor5hvngpfyf2j222agy 29 14 in in IN work_njzbswnor5hvngpfyf2j222agy 29 15 a a DT work_njzbswnor5hvngpfyf2j222agy 29 16 diagnostically diagnostically RB work_njzbswnor5hvngpfyf2j222agy 29 17 unsatisfactory unsatisfactory JJ work_njzbswnor5hvngpfyf2j222agy 29 18 Dopp- Dopp- NNP work_njzbswnor5hvngpfyf2j222agy 29 19 ler ler NNP work_njzbswnor5hvngpfyf2j222agy 29 20 techniques technique NNS work_njzbswnor5hvngpfyf2j222agy 29 21 assessment assessment NN work_njzbswnor5hvngpfyf2j222agy 29 22 , , , work_njzbswnor5hvngpfyf2j222agy 29 23 therefore therefore RB work_njzbswnor5hvngpfyf2j222agy 29 24 , , , work_njzbswnor5hvngpfyf2j222agy 29 25 it -PRON- PRP work_njzbswnor5hvngpfyf2j222agy 29 26 is be VBZ work_njzbswnor5hvngpfyf2j222agy 29 27 sometimes sometimes RB work_njzbswnor5hvngpfyf2j222agy 29 28 necessary necessary JJ work_njzbswnor5hvngpfyf2j222agy 29 29 to to TO work_njzbswnor5hvngpfyf2j222agy 29 30 assess assess VB work_njzbswnor5hvngpfyf2j222agy 29 31 the the DT work_njzbswnor5hvngpfyf2j222agy 29 32 spectrogram spectrogram NN work_njzbswnor5hvngpfyf2j222agy 29 33 of of IN work_njzbswnor5hvngpfyf2j222agy 29 34 the the DT work_njzbswnor5hvngpfyf2j222agy 29 35 Doppler Doppler NNP work_njzbswnor5hvngpfyf2j222agy 29 36 shift shift NN work_njzbswnor5hvngpfyf2j222agy 29 37 signals signal NNS work_njzbswnor5hvngpfyf2j222agy 29 38 to to TO work_njzbswnor5hvngpfyf2j222agy 29 39 elucidate elucidate VB work_njzbswnor5hvngpfyf2j222agy 29 40 the the DT work_njzbswnor5hvngpfyf2j222agy 29 41 degree degree NN work_njzbswnor5hvngpfyf2j222agy 29 42 of of IN work_njzbswnor5hvngpfyf2j222agy 29 43 the the DT work_njzbswnor5hvngpfyf2j222agy 29 44 disease disease NN work_njzbswnor5hvngpfyf2j222agy 29 45 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 29 46 Wright Wright NNP work_njzbswnor5hvngpfyf2j222agy 29 47 et et NNP work_njzbswnor5hvngpfyf2j222agy 29 48 al al NNP work_njzbswnor5hvngpfyf2j222agy 29 49 . . NNP work_njzbswnor5hvngpfyf2j222agy 29 50 , , , work_njzbswnor5hvngpfyf2j222agy 29 51 1997 1997 CD work_njzbswnor5hvngpfyf2j222agy 29 52 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 29 53 . . . work_njzbswnor5hvngpfyf2j222agy 30 1 The the DT work_njzbswnor5hvngpfyf2j222agy 30 2 main main JJ work_njzbswnor5hvngpfyf2j222agy 30 3 aim aim NN work_njzbswnor5hvngpfyf2j222agy 30 4 of of IN work_njzbswnor5hvngpfyf2j222agy 30 5 our -PRON- PRP$ work_njzbswnor5hvngpfyf2j222agy 30 6 work work NN work_njzbswnor5hvngpfyf2j222agy 30 7 is be VBZ work_njzbswnor5hvngpfyf2j222agy 30 8 to to TO work_njzbswnor5hvngpfyf2j222agy 30 9 aid aid VB work_njzbswnor5hvngpfyf2j222agy 30 10 the the DT work_njzbswnor5hvngpfyf2j222agy 30 11 diagnosis diagnosis NN work_njzbswnor5hvngpfyf2j222agy 30 12 in in IN work_njzbswnor5hvngpfyf2j222agy 30 13 such such JJ work_njzbswnor5hvngpfyf2j222agy 30 14 cases case NNS work_njzbswnor5hvngpfyf2j222agy 30 15 . . . work_njzbswnor5hvngpfyf2j222agy 31 1 Among among IN work_njzbswnor5hvngpfyf2j222agy 31 2 Doppler Doppler NNP work_njzbswnor5hvngpfyf2j222agy 31 3 tech- tech- JJ work_njzbswnor5hvngpfyf2j222agy 31 4 niques nique NNS work_njzbswnor5hvngpfyf2j222agy 31 5 , , , work_njzbswnor5hvngpfyf2j222agy 31 6 the the DT work_njzbswnor5hvngpfyf2j222agy 31 7 most most RBS work_njzbswnor5hvngpfyf2j222agy 31 8 ubiquitous ubiquitous JJ work_njzbswnor5hvngpfyf2j222agy 31 9 and and CC work_njzbswnor5hvngpfyf2j222agy 31 10 straightforward straightforward JJ work_njzbswnor5hvngpfyf2j222agy 31 11 are be VBP work_njzbswnor5hvngpfyf2j222agy 31 12 the the DT work_njzbswnor5hvngpfyf2j222agy 31 13 waveform waveform NN work_njzbswnor5hvngpfyf2j222agy 31 14 profile profile NN work_njzbswnor5hvngpfyf2j222agy 31 15 indices indice VBZ work_njzbswnor5hvngpfyf2j222agy 31 16 such such JJ work_njzbswnor5hvngpfyf2j222agy 31 17 as as IN work_njzbswnor5hvngpfyf2j222agy 31 18 the the DT work_njzbswnor5hvngpfyf2j222agy 31 19 pulsatility pulsatility NN work_njzbswnor5hvngpfyf2j222agy 31 20 index index NN work_njzbswnor5hvngpfyf2j222agy 31 21 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 31 22 PI PI NNP work_njzbswnor5hvngpfyf2j222agy 31 23 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 31 24 , , , work_njzbswnor5hvngpfyf2j222agy 31 25 Pourcelot Pourcelot NNP work_njzbswnor5hvngpfyf2j222agy 31 26 or or CC work_njzbswnor5hvngpfyf2j222agy 31 27 resis- resis- NN work_njzbswnor5hvngpfyf2j222agy 31 28 tance tance NN work_njzbswnor5hvngpfyf2j222agy 31 29 index index NN work_njzbswnor5hvngpfyf2j222agy 31 30 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 31 31 RI RI NNP work_njzbswnor5hvngpfyf2j222agy 31 32 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 31 33 and and CC work_njzbswnor5hvngpfyf2j222agy 31 34 A a NN work_njzbswnor5hvngpfyf2j222agy 31 35 / / SYM work_njzbswnor5hvngpfyf2j222agy 31 36 B B NNP work_njzbswnor5hvngpfyf2j222agy 31 37 Systolic Systolic NNP work_njzbswnor5hvngpfyf2j222agy 31 38 Diastolic Diastolic NNP work_njzbswnor5hvngpfyf2j222agy 31 39 ratio ratio NN work_njzbswnor5hvngpfyf2j222agy 31 40 , , , work_njzbswnor5hvngpfyf2j222agy 31 41 which which WDT work_njzbswnor5hvngpfyf2j222agy 31 42 are be VBP work_njzbswnor5hvngpfyf2j222agy 31 43 highly highly RB work_njzbswnor5hvngpfyf2j222agy 31 44 correlated correlate VBN work_njzbswnor5hvngpfyf2j222agy 31 45 and and CC work_njzbswnor5hvngpfyf2j222agy 31 46 led lead VBN work_njzbswnor5hvngpfyf2j222agy 31 47 to to IN work_njzbswnor5hvngpfyf2j222agy 31 48 highly highly RB work_njzbswnor5hvngpfyf2j222agy 31 49 erroneous erroneous JJ work_njzbswnor5hvngpfyf2j222agy 31 50 diagnostic diagnostic JJ work_njzbswnor5hvngpfyf2j222agy 31 51 results result NNS work_njzbswnor5hvngpfyf2j222agy 31 52 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 31 53 Izzeto- Izzeto- NNP work_njzbswnor5hvngpfyf2j222agy 31 54 glu glu NNP work_njzbswnor5hvngpfyf2j222agy 31 55 , , , work_njzbswnor5hvngpfyf2j222agy 31 56 Erkmen Erkmen NNP work_njzbswnor5hvngpfyf2j222agy 31 57 , , , work_njzbswnor5hvngpfyf2j222agy 31 58 & & CC work_njzbswnor5hvngpfyf2j222agy 31 59 Beksac Beksac NNP work_njzbswnor5hvngpfyf2j222agy 31 60 , , , work_njzbswnor5hvngpfyf2j222agy 31 61 1995 1995 CD work_njzbswnor5hvngpfyf2j222agy 31 62 ; ; : work_njzbswnor5hvngpfyf2j222agy 31 63 Turkoglu Turkoglu NNP work_njzbswnor5hvngpfyf2j222agy 31 64 et et NNP work_njzbswnor5hvngpfyf2j222agy 31 65 al al NNP work_njzbswnor5hvngpfyf2j222agy 31 66 . . NNP work_njzbswnor5hvngpfyf2j222agy 31 67 , , , work_njzbswnor5hvngpfyf2j222agy 31 68 2002 2002 CD work_njzbswnor5hvngpfyf2j222agy 31 69 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 31 70 . . . work_njzbswnor5hvngpfyf2j222agy 32 1 These these DT work_njzbswnor5hvngpfyf2j222agy 32 2 indices index NNS work_njzbswnor5hvngpfyf2j222agy 32 3 rely rely VBP work_njzbswnor5hvngpfyf2j222agy 32 4 on on IN work_njzbswnor5hvngpfyf2j222agy 32 5 the the DT work_njzbswnor5hvngpfyf2j222agy 32 6 peak peak NN work_njzbswnor5hvngpfyf2j222agy 32 7 systolic systolic NN work_njzbswnor5hvngpfyf2j222agy 32 8 and and CC work_njzbswnor5hvngpfyf2j222agy 32 9 end end JJ work_njzbswnor5hvngpfyf2j222agy 32 10 - - HYPH work_njzbswnor5hvngpfyf2j222agy 32 11 diastolic diastolic NN work_njzbswnor5hvngpfyf2j222agy 32 12 velocities velocity NNS work_njzbswnor5hvngpfyf2j222agy 32 13 , , , work_njzbswnor5hvngpfyf2j222agy 32 14 with with IN work_njzbswnor5hvngpfyf2j222agy 32 15 only only RB work_njzbswnor5hvngpfyf2j222agy 32 16 the the DT work_njzbswnor5hvngpfyf2j222agy 32 17 PI pi NN work_njzbswnor5hvngpfyf2j222agy 32 18 making make VBG work_njzbswnor5hvngpfyf2j222agy 32 19 use use NN work_njzbswnor5hvngpfyf2j222agy 32 20 of of IN work_njzbswnor5hvngpfyf2j222agy 32 21 the the DT work_njzbswnor5hvngpfyf2j222agy 32 22 mean mean JJ work_njzbswnor5hvngpfyf2j222agy 32 23 velocity velocity NN work_njzbswnor5hvngpfyf2j222agy 32 24 over over IN work_njzbswnor5hvngpfyf2j222agy 32 25 the the DT work_njzbswnor5hvngpfyf2j222agy 32 26 cardiac cardiac JJ work_njzbswnor5hvngpfyf2j222agy 32 27 cycle cycle NN work_njzbswnor5hvngpfyf2j222agy 32 28 . . . work_njzbswnor5hvngpfyf2j222agy 33 1 More more RBR work_njzbswnor5hvngpfyf2j222agy 33 2 sophisticated sophisticated JJ work_njzbswnor5hvngpfyf2j222agy 33 3 methods method NNS work_njzbswnor5hvngpfyf2j222agy 33 4 have have VBP work_njzbswnor5hvngpfyf2j222agy 33 5 also also RB work_njzbswnor5hvngpfyf2j222agy 33 6 been be VBN work_njzbswnor5hvngpfyf2j222agy 33 7 developed develop VBN work_njzbswnor5hvngpfyf2j222agy 33 8 such such JJ work_njzbswnor5hvngpfyf2j222agy 33 9 as as IN work_njzbswnor5hvngpfyf2j222agy 33 10 the the DT work_njzbswnor5hvngpfyf2j222agy 33 11 La- La- NNP work_njzbswnor5hvngpfyf2j222agy 33 12 place place NN work_njzbswnor5hvngpfyf2j222agy 33 13 transform transform NN work_njzbswnor5hvngpfyf2j222agy 33 14 and and CC work_njzbswnor5hvngpfyf2j222agy 33 15 principal principal JJ work_njzbswnor5hvngpfyf2j222agy 33 16 components component NNS work_njzbswnor5hvngpfyf2j222agy 33 17 analysis analysis NN work_njzbswnor5hvngpfyf2j222agy 33 18 . . . work_njzbswnor5hvngpfyf2j222agy 34 1 However however RB work_njzbswnor5hvngpfyf2j222agy 34 2 , , , work_njzbswnor5hvngpfyf2j222agy 34 3 none none NN work_njzbswnor5hvngpfyf2j222agy 34 4 of of IN work_njzbswnor5hvngpfyf2j222agy 34 5 the the DT work_njzbswnor5hvngpfyf2j222agy 34 6 simple simple JJ work_njzbswnor5hvngpfyf2j222agy 34 7 or or CC work_njzbswnor5hvngpfyf2j222agy 34 8 more more RBR work_njzbswnor5hvngpfyf2j222agy 34 9 complex complex JJ work_njzbswnor5hvngpfyf2j222agy 34 10 analytical analytical JJ work_njzbswnor5hvngpfyf2j222agy 34 11 techniques technique NNS work_njzbswnor5hvngpfyf2j222agy 34 12 has have VBZ work_njzbswnor5hvngpfyf2j222agy 34 13 yielded yield VBN work_njzbswnor5hvngpfyf2j222agy 34 14 an an DT work_njzbswnor5hvngpfyf2j222agy 34 15 acceptable acceptable JJ work_njzbswnor5hvngpfyf2j222agy 34 16 diagnostic diagnostic JJ work_njzbswnor5hvngpfyf2j222agy 34 17 accuracy accuracy NN work_njzbswnor5hvngpfyf2j222agy 34 18 so so IN work_njzbswnor5hvngpfyf2j222agy 34 19 as as IN work_njzbswnor5hvngpfyf2j222agy 34 20 to to TO work_njzbswnor5hvngpfyf2j222agy 34 21 be be VB work_njzbswnor5hvngpfyf2j222agy 34 22 commonplace commonplace JJ work_njzbswnor5hvngpfyf2j222agy 34 23 in in IN work_njzbswnor5hvngpfyf2j222agy 34 24 the the DT work_njzbswnor5hvngpfyf2j222agy 34 25 vascular vascular JJ work_njzbswnor5hvngpfyf2j222agy 34 26 clinic clinic NN work_njzbswnor5hvngpfyf2j222agy 34 27 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 34 28 Wright Wright NNP work_njzbswnor5hvngpfyf2j222agy 34 29 et et NNP work_njzbswnor5hvngpfyf2j222agy 34 30 al al NNP work_njzbswnor5hvngpfyf2j222agy 34 31 . . NNP work_njzbswnor5hvngpfyf2j222agy 34 32 , , , work_njzbswnor5hvngpfyf2j222agy 34 33 1997 1997 CD work_njzbswnor5hvngpfyf2j222agy 34 34 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 34 35 . . . work_njzbswnor5hvngpfyf2j222agy 35 1 In in IN work_njzbswnor5hvngpfyf2j222agy 35 2 this this DT work_njzbswnor5hvngpfyf2j222agy 35 3 study study NN work_njzbswnor5hvngpfyf2j222agy 35 4 , , , work_njzbswnor5hvngpfyf2j222agy 35 5 the the DT work_njzbswnor5hvngpfyf2j222agy 35 6 developed develop VBN work_njzbswnor5hvngpfyf2j222agy 35 7 method method NN work_njzbswnor5hvngpfyf2j222agy 35 8 is be VBZ work_njzbswnor5hvngpfyf2j222agy 35 9 a a DT work_njzbswnor5hvngpfyf2j222agy 35 10 decision decision NN work_njzbswnor5hvngpfyf2j222agy 35 11 support support NN work_njzbswnor5hvngpfyf2j222agy 35 12 system system NN work_njzbswnor5hvngpfyf2j222agy 35 13 and and CC work_njzbswnor5hvngpfyf2j222agy 35 14 will will MD work_njzbswnor5hvngpfyf2j222agy 35 15 cause cause VB work_njzbswnor5hvngpfyf2j222agy 35 16 more more JJR work_njzbswnor5hvngpfyf2j222agy 35 17 effective effective JJ work_njzbswnor5hvngpfyf2j222agy 35 18 usage usage NN work_njzbswnor5hvngpfyf2j222agy 35 19 of of IN work_njzbswnor5hvngpfyf2j222agy 35 20 the the DT work_njzbswnor5hvngpfyf2j222agy 35 21 Doppler Doppler NNP work_njzbswnor5hvngpfyf2j222agy 35 22 technique technique NN work_njzbswnor5hvngpfyf2j222agy 35 23 . . . work_njzbswnor5hvngpfyf2j222agy 36 1 Until until IN work_njzbswnor5hvngpfyf2j222agy 36 2 now now RB work_njzbswnor5hvngpfyf2j222agy 36 3 , , , work_njzbswnor5hvngpfyf2j222agy 36 4 many many JJ work_njzbswnor5hvngpfyf2j222agy 36 5 studies study NNS work_njzbswnor5hvngpfyf2j222agy 36 6 have have VBP work_njzbswnor5hvngpfyf2j222agy 36 7 been be VBN work_njzbswnor5hvngpfyf2j222agy 36 8 realized realize VBN work_njzbswnor5hvngpfyf2j222agy 36 9 to to TO work_njzbswnor5hvngpfyf2j222agy 36 10 automatically automatically RB work_njzbswnor5hvngpfyf2j222agy 36 11 classify classify VB work_njzbswnor5hvngpfyf2j222agy 36 12 Doppler Doppler NNP work_njzbswnor5hvngpfyf2j222agy 36 13 signals signal NNS work_njzbswnor5hvngpfyf2j222agy 36 14 using use VBG work_njzbswnor5hvngpfyf2j222agy 36 15 pattern pattern NN work_njzbswnor5hvngpfyf2j222agy 36 16 rec- rec- NN work_njzbswnor5hvngpfyf2j222agy 36 17 ognition ognition NN work_njzbswnor5hvngpfyf2j222agy 36 18 techniques technique NNS work_njzbswnor5hvngpfyf2j222agy 36 19 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 36 20 Chan Chan NNP work_njzbswnor5hvngpfyf2j222agy 36 21 , , , work_njzbswnor5hvngpfyf2j222agy 36 22 Chan Chan NNP work_njzbswnor5hvngpfyf2j222agy 36 23 , , , work_njzbswnor5hvngpfyf2j222agy 36 24 Lam Lam NNP work_njzbswnor5hvngpfyf2j222agy 36 25 , , , work_njzbswnor5hvngpfyf2j222agy 36 26 Lui Lui NNP work_njzbswnor5hvngpfyf2j222agy 36 27 , , , work_njzbswnor5hvngpfyf2j222agy 36 28 & & CC work_njzbswnor5hvngpfyf2j222agy 36 29 Poon Poon NNP work_njzbswnor5hvngpfyf2j222agy 36 30 , , , work_njzbswnor5hvngpfyf2j222agy 36 31 1997 1997 CD work_njzbswnor5hvngpfyf2j222agy 36 32 ; ; : work_njzbswnor5hvngpfyf2j222agy 36 33 Guler Guler NNP work_njzbswnor5hvngpfyf2j222agy 36 34 & & CC work_njzbswnor5hvngpfyf2j222agy 36 35 Kara Kara NNP work_njzbswnor5hvngpfyf2j222agy 36 36 , , , work_njzbswnor5hvngpfyf2j222agy 36 37 1995 1995 CD work_njzbswnor5hvngpfyf2j222agy 36 38 ; ; : work_njzbswnor5hvngpfyf2j222agy 36 39 Turkoglu Turkoglu NNP work_njzbswnor5hvngpfyf2j222agy 36 40 et et NNP work_njzbswnor5hvngpfyf2j222agy 36 41 al al NNP work_njzbswnor5hvngpfyf2j222agy 36 42 . . NNP work_njzbswnor5hvngpfyf2j222agy 36 43 , , , work_njzbswnor5hvngpfyf2j222agy 36 44 2002 2002 CD work_njzbswnor5hvngpfyf2j222agy 36 45 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 36 46 . . . work_njzbswnor5hvngpfyf2j222agy 37 1 Nevertheless nevertheless RB work_njzbswnor5hvngpfyf2j222agy 37 2 , , , work_njzbswnor5hvngpfyf2j222agy 37 3 the the DT work_njzbswnor5hvngpfyf2j222agy 37 4 effective effective JJ work_njzbswnor5hvngpfyf2j222agy 37 5 stud- stud- NNP work_njzbswnor5hvngpfyf2j222agy 37 6 ies ies NNP work_njzbswnor5hvngpfyf2j222agy 37 7 on on IN work_njzbswnor5hvngpfyf2j222agy 37 8 the the DT work_njzbswnor5hvngpfyf2j222agy 37 9 Doppler Doppler NNP work_njzbswnor5hvngpfyf2j222agy 37 10 heart heart NN work_njzbswnor5hvngpfyf2j222agy 37 11 sounds sound NNS work_njzbswnor5hvngpfyf2j222agy 37 12 are be VBP work_njzbswnor5hvngpfyf2j222agy 37 13 also also RB work_njzbswnor5hvngpfyf2j222agy 37 14 limited limited JJ work_njzbswnor5hvngpfyf2j222agy 37 15 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 37 16 Turkoglu Turkoglu NNP work_njzbswnor5hvngpfyf2j222agy 37 17 , , , work_njzbswnor5hvngpfyf2j222agy 37 18 Arslan Arslan NNP work_njzbswnor5hvngpfyf2j222agy 37 19 , , , work_njzbswnor5hvngpfyf2j222agy 37 20 & & CC work_njzbswnor5hvngpfyf2j222agy 37 21 Ilkay Ilkay NNP work_njzbswnor5hvngpfyf2j222agy 37 22 , , , work_njzbswnor5hvngpfyf2j222agy 37 23 2002a 2002a CD work_njzbswnor5hvngpfyf2j222agy 37 24 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 37 25 . . . work_njzbswnor5hvngpfyf2j222agy 38 1 The the DT work_njzbswnor5hvngpfyf2j222agy 38 2 Doppler Doppler NNP work_njzbswnor5hvngpfyf2j222agy 38 3 heart heart NN work_njzbswnor5hvngpfyf2j222agy 38 4 sounds sound VBZ work_njzbswnor5hvngpfyf2j222agy 38 5 can can MD work_njzbswnor5hvngpfyf2j222agy 38 6 be be VB work_njzbswnor5hvngpfyf2j222agy 38 7 obtained obtain VBN work_njzbswnor5hvngpfyf2j222agy 38 8 simply simply RB work_njzbswnor5hvngpfyf2j222agy 38 9 by by IN work_njzbswnor5hvngpfyf2j222agy 38 10 placing place VBG work_njzbswnor5hvngpfyf2j222agy 38 11 the the DT work_njzbswnor5hvngpfyf2j222agy 38 12 Doppler Doppler NNP work_njzbswnor5hvngpfyf2j222agy 38 13 ultrasonic ultrasonic JJ work_njzbswnor5hvngpfyf2j222agy 38 14 flow flow NN work_njzbswnor5hvngpfyf2j222agy 38 15 transducer transducer NN work_njzbswnor5hvngpfyf2j222agy 38 16 over over IN work_njzbswnor5hvngpfyf2j222agy 38 17 the the DT work_njzbswnor5hvngpfyf2j222agy 38 18 chest chest NN work_njzbswnor5hvngpfyf2j222agy 38 19 of of IN work_njzbswnor5hvngpfyf2j222agy 38 20 the the DT work_njzbswnor5hvngpfyf2j222agy 38 21 patient patient NN work_njzbswnor5hvngpfyf2j222agy 38 22 . . . work_njzbswnor5hvngpfyf2j222agy 39 1 0957 0957 CD work_njzbswnor5hvngpfyf2j222agy 39 2 - - HYPH work_njzbswnor5hvngpfyf2j222agy 39 3 4174/$ 4174/$ CD work_njzbswnor5hvngpfyf2j222agy 39 4 - - HYPH work_njzbswnor5hvngpfyf2j222agy 39 5 see see VB work_njzbswnor5hvngpfyf2j222agy 39 6 front front JJ work_njzbswnor5hvngpfyf2j222agy 39 7 matter matter NN work_njzbswnor5hvngpfyf2j222agy 39 8 � � NNP work_njzbswnor5hvngpfyf2j222agy 39 9 2008 2008 CD work_njzbswnor5hvngpfyf2j222agy 39 10 Elsevier Elsevier NNP work_njzbswnor5hvngpfyf2j222agy 39 11 Ltd. Ltd. NNP work_njzbswnor5hvngpfyf2j222agy 39 12 All all DT work_njzbswnor5hvngpfyf2j222agy 39 13 rights right NNS work_njzbswnor5hvngpfyf2j222agy 39 14 reserved reserve VBN work_njzbswnor5hvngpfyf2j222agy 39 15 . . . work_njzbswnor5hvngpfyf2j222agy 40 1 doi:10.1016 doi:10.1016 NNP work_njzbswnor5hvngpfyf2j222agy 40 2 / / SYM work_njzbswnor5hvngpfyf2j222agy 40 3 j.eswa.2008.04.010 j.eswa.2008.04.010 NNP work_njzbswnor5hvngpfyf2j222agy 40 4 * * NFP work_njzbswnor5hvngpfyf2j222agy 40 5 Tel tel NN work_njzbswnor5hvngpfyf2j222agy 40 6 . . . work_njzbswnor5hvngpfyf2j222agy 41 1 : : : work_njzbswnor5hvngpfyf2j222agy 41 2 +90 +90 CD work_njzbswnor5hvngpfyf2j222agy 41 3 424 424 CD work_njzbswnor5hvngpfyf2j222agy 41 4 2370000 2370000 CD work_njzbswnor5hvngpfyf2j222agy 41 5 4257 4257 CD work_njzbswnor5hvngpfyf2j222agy 41 6 ; ; : work_njzbswnor5hvngpfyf2j222agy 41 7 fax fax NN work_njzbswnor5hvngpfyf2j222agy 41 8 : : : work_njzbswnor5hvngpfyf2j222agy 41 9 +90 +90 CD work_njzbswnor5hvngpfyf2j222agy 41 10 424 424 CD work_njzbswnor5hvngpfyf2j222agy 41 11 2367064 2367064 CD work_njzbswnor5hvngpfyf2j222agy 41 12 . . . work_njzbswnor5hvngpfyf2j222agy 42 1 E e NN work_njzbswnor5hvngpfyf2j222agy 42 2 - - NN work_njzbswnor5hvngpfyf2j222agy 42 3 mail mail NN work_njzbswnor5hvngpfyf2j222agy 42 4 address address NN work_njzbswnor5hvngpfyf2j222agy 42 5 : : : work_njzbswnor5hvngpfyf2j222agy 42 6 dhanbay@firat.edu.tr dhanbay@firat.edu.tr NNP work_njzbswnor5hvngpfyf2j222agy 42 7 Expert Expert NNP work_njzbswnor5hvngpfyf2j222agy 42 8 Systems Systems NNPS work_njzbswnor5hvngpfyf2j222agy 42 9 with with IN work_njzbswnor5hvngpfyf2j222agy 42 10 Applications Applications NNPS work_njzbswnor5hvngpfyf2j222agy 42 11 36 36 CD work_njzbswnor5hvngpfyf2j222agy 42 12 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 42 13 2009 2009 CD work_njzbswnor5hvngpfyf2j222agy 42 14 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 42 15 4232–4238 4232–4238 CD work_njzbswnor5hvngpfyf2j222agy 42 16 Contents Contents NNP work_njzbswnor5hvngpfyf2j222agy 42 17 lists list NNS work_njzbswnor5hvngpfyf2j222agy 42 18 available available JJ work_njzbswnor5hvngpfyf2j222agy 42 19 at at IN work_njzbswnor5hvngpfyf2j222agy 42 20 ScienceDirect ScienceDirect NNP work_njzbswnor5hvngpfyf2j222agy 42 21 Expert Expert NNP work_njzbswnor5hvngpfyf2j222agy 42 22 Systems Systems NNPS work_njzbswnor5hvngpfyf2j222agy 42 23 with with IN work_njzbswnor5hvngpfyf2j222agy 42 24 Applications Applications NNPS work_njzbswnor5hvngpfyf2j222agy 42 25 j j NNP work_njzbswnor5hvngpfyf2j222agy 42 26 o o NNP work_njzbswnor5hvngpfyf2j222agy 42 27 u u NNP work_njzbswnor5hvngpfyf2j222agy 42 28 r r NNP work_njzbswnor5hvngpfyf2j222agy 42 29 n n CC work_njzbswnor5hvngpfyf2j222agy 42 30 a a DT work_njzbswnor5hvngpfyf2j222agy 42 31 l l NN work_njzbswnor5hvngpfyf2j222agy 42 32 h h NN work_njzbswnor5hvngpfyf2j222agy 42 33 o o NN work_njzbswnor5hvngpfyf2j222agy 42 34 m m NN work_njzbswnor5hvngpfyf2j222agy 42 35 e e NNP work_njzbswnor5hvngpfyf2j222agy 42 36 p p NN work_njzbswnor5hvngpfyf2j222agy 42 37 a a DT work_njzbswnor5hvngpfyf2j222agy 42 38 g g NN work_njzbswnor5hvngpfyf2j222agy 42 39 e e NN work_njzbswnor5hvngpfyf2j222agy 42 40 : : : work_njzbswnor5hvngpfyf2j222agy 42 41 w w NNP work_njzbswnor5hvngpfyf2j222agy 42 42 w w NNP work_njzbswnor5hvngpfyf2j222agy 42 43 w w NNP work_njzbswnor5hvngpfyf2j222agy 42 44 . . . work_njzbswnor5hvngpfyf2j222agy 43 1 e e NNP work_njzbswnor5hvngpfyf2j222agy 43 2 l l NNP work_njzbswnor5hvngpfyf2j222agy 43 3 s s NNP work_njzbswnor5hvngpfyf2j222agy 43 4 e e NNP work_njzbswnor5hvngpfyf2j222agy 43 5 v v NNP work_njzbswnor5hvngpfyf2j222agy 43 6 i i NNP work_njzbswnor5hvngpfyf2j222agy 43 7 e e NNP work_njzbswnor5hvngpfyf2j222agy 43 8 r r NNP work_njzbswnor5hvngpfyf2j222agy 43 9 . . . work_njzbswnor5hvngpfyf2j222agy 44 1 c c NNP work_njzbswnor5hvngpfyf2j222agy 44 2 o o NNP work_njzbswnor5hvngpfyf2j222agy 44 3 m m NNP work_njzbswnor5hvngpfyf2j222agy 44 4 / / SYM work_njzbswnor5hvngpfyf2j222agy 44 5 l l NN work_njzbswnor5hvngpfyf2j222agy 44 6 o o NN work_njzbswnor5hvngpfyf2j222agy 44 7 c c NNP work_njzbswnor5hvngpfyf2j222agy 44 8 a a DT work_njzbswnor5hvngpfyf2j222agy 44 9 t t NN work_njzbswnor5hvngpfyf2j222agy 44 10 e e NN work_njzbswnor5hvngpfyf2j222agy 44 11 / / SYM work_njzbswnor5hvngpfyf2j222agy 44 12 e e NNP work_njzbswnor5hvngpfyf2j222agy 44 13 s s NNP work_njzbswnor5hvngpfyf2j222agy 44 14 w w NNP work_njzbswnor5hvngpfyf2j222agy 44 15 a a DT work_njzbswnor5hvngpfyf2j222agy 44 16 Author author NN work_njzbswnor5hvngpfyf2j222agy 44 17 's 's POS work_njzbswnor5hvngpfyf2j222agy 44 18 personal personal JJ work_njzbswnor5hvngpfyf2j222agy 44 19 copy copy NN work_njzbswnor5hvngpfyf2j222agy 44 20 But but CC work_njzbswnor5hvngpfyf2j222agy 44 21 the the DT work_njzbswnor5hvngpfyf2j222agy 44 22 disadvantage disadvantage NN work_njzbswnor5hvngpfyf2j222agy 44 23 of of IN work_njzbswnor5hvngpfyf2j222agy 44 24 the the DT work_njzbswnor5hvngpfyf2j222agy 44 25 Doppler Doppler NNP work_njzbswnor5hvngpfyf2j222agy 44 26 method method NN work_njzbswnor5hvngpfyf2j222agy 44 27 is be VBZ work_njzbswnor5hvngpfyf2j222agy 44 28 that that IN work_njzbswnor5hvngpfyf2j222agy 44 29 it -PRON- PRP work_njzbswnor5hvngpfyf2j222agy 44 30 requires require VBZ work_njzbswnor5hvngpfyf2j222agy 44 31 the the DT work_njzbswnor5hvngpfyf2j222agy 44 32 constant constant JJ work_njzbswnor5hvngpfyf2j222agy 44 33 attention attention NN work_njzbswnor5hvngpfyf2j222agy 44 34 of of IN work_njzbswnor5hvngpfyf2j222agy 44 35 the the DT work_njzbswnor5hvngpfyf2j222agy 44 36 doctor doctor NN work_njzbswnor5hvngpfyf2j222agy 44 37 to to TO work_njzbswnor5hvngpfyf2j222agy 44 38 detect detect VB work_njzbswnor5hvngpfyf2j222agy 44 39 subtle subtle JJ work_njzbswnor5hvngpfyf2j222agy 44 40 changes change NNS work_njzbswnor5hvngpfyf2j222agy 44 41 in in IN work_njzbswnor5hvngpfyf2j222agy 44 42 the the DT work_njzbswnor5hvngpfyf2j222agy 44 43 DHS DHS NNP work_njzbswnor5hvngpfyf2j222agy 44 44 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 44 45 Chan Chan NNP work_njzbswnor5hvngpfyf2j222agy 44 46 et et NNP work_njzbswnor5hvngpfyf2j222agy 44 47 al al NNP work_njzbswnor5hvngpfyf2j222agy 44 48 . . NNP work_njzbswnor5hvngpfyf2j222agy 44 49 , , , work_njzbswnor5hvngpfyf2j222agy 44 50 1997 1997 CD work_njzbswnor5hvngpfyf2j222agy 44 51 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 44 52 . . . work_njzbswnor5hvngpfyf2j222agy 45 1 The the DT work_njzbswnor5hvngpfyf2j222agy 45 2 presented present VBN work_njzbswnor5hvngpfyf2j222agy 45 3 method method NN work_njzbswnor5hvngpfyf2j222agy 45 4 prevents prevent VBZ work_njzbswnor5hvngpfyf2j222agy 45 5 subtle subtle JJ work_njzbswnor5hvngpfyf2j222agy 45 6 changes change NNS work_njzbswnor5hvngpfyf2j222agy 45 7 in in IN work_njzbswnor5hvngpfyf2j222agy 45 8 the the DT work_njzbswnor5hvngpfyf2j222agy 45 9 DHS DHS NNP work_njzbswnor5hvngpfyf2j222agy 45 10 from from IN work_njzbswnor5hvngpfyf2j222agy 45 11 escaping escape VBG work_njzbswnor5hvngpfyf2j222agy 45 12 the the DT work_njzbswnor5hvngpfyf2j222agy 45 13 physician physician NN work_njzbswnor5hvngpfyf2j222agy 45 14 ’s ’s POS work_njzbswnor5hvngpfyf2j222agy 45 15 attention attention NN work_njzbswnor5hvngpfyf2j222agy 45 16 by by IN work_njzbswnor5hvngpfyf2j222agy 45 17 per- per- DT work_njzbswnor5hvngpfyf2j222agy 45 18 ceiving ceive VBG work_njzbswnor5hvngpfyf2j222agy 45 19 them -PRON- PRP work_njzbswnor5hvngpfyf2j222agy 45 20 , , , work_njzbswnor5hvngpfyf2j222agy 45 21 even even RB work_njzbswnor5hvngpfyf2j222agy 45 22 if if IN work_njzbswnor5hvngpfyf2j222agy 45 23 the the DT work_njzbswnor5hvngpfyf2j222agy 45 24 physician physician NN work_njzbswnor5hvngpfyf2j222agy 45 25 does do VBZ work_njzbswnor5hvngpfyf2j222agy 45 26 not not RB work_njzbswnor5hvngpfyf2j222agy 45 27 pay pay VB work_njzbswnor5hvngpfyf2j222agy 45 28 a a DT work_njzbswnor5hvngpfyf2j222agy 45 29 continuous continuous JJ work_njzbswnor5hvngpfyf2j222agy 45 30 attention attention NN work_njzbswnor5hvngpfyf2j222agy 45 31 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 45 32 Turkoglu Turkoglu NNP work_njzbswnor5hvngpfyf2j222agy 45 33 , , , work_njzbswnor5hvngpfyf2j222agy 45 34 Arslan Arslan NNP work_njzbswnor5hvngpfyf2j222agy 45 35 , , , work_njzbswnor5hvngpfyf2j222agy 45 36 & & CC work_njzbswnor5hvngpfyf2j222agy 45 37 Ilkay Ilkay NNP work_njzbswnor5hvngpfyf2j222agy 45 38 , , , work_njzbswnor5hvngpfyf2j222agy 45 39 2002b 2002b CD work_njzbswnor5hvngpfyf2j222agy 45 40 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 45 41 . . . work_njzbswnor5hvngpfyf2j222agy 46 1 Up up IN work_njzbswnor5hvngpfyf2j222agy 46 2 to to IN work_njzbswnor5hvngpfyf2j222agy 46 3 now now RB work_njzbswnor5hvngpfyf2j222agy 46 4 , , , work_njzbswnor5hvngpfyf2j222agy 46 5 several several JJ work_njzbswnor5hvngpfyf2j222agy 46 6 papers paper NNS work_njzbswnor5hvngpfyf2j222agy 46 7 have have VBP work_njzbswnor5hvngpfyf2j222agy 46 8 been be VBN work_njzbswnor5hvngpfyf2j222agy 46 9 proposed propose VBN work_njzbswnor5hvngpfyf2j222agy 46 10 for for IN work_njzbswnor5hvngpfyf2j222agy 46 11 classifying classify VBG work_njzbswnor5hvngpfyf2j222agy 46 12 Doppler Doppler NNP work_njzbswnor5hvngpfyf2j222agy 46 13 signals signal NNS work_njzbswnor5hvngpfyf2j222agy 46 14 by by IN work_njzbswnor5hvngpfyf2j222agy 46 15 using use VBG work_njzbswnor5hvngpfyf2j222agy 46 16 pattern pattern NN work_njzbswnor5hvngpfyf2j222agy 46 17 recognition recognition NN work_njzbswnor5hvngpfyf2j222agy 46 18 techniques technique NNS work_njzbswnor5hvngpfyf2j222agy 46 19 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 46 20 Chan Chan NNP work_njzbswnor5hvngpfyf2j222agy 46 21 et et NNP work_njzbswnor5hvngpfyf2j222agy 46 22 al al NNP work_njzbswnor5hvngpfyf2j222agy 46 23 . . NNP work_njzbswnor5hvngpfyf2j222agy 46 24 , , , work_njzbswnor5hvngpfyf2j222agy 46 25 1997 1997 CD work_njzbswnor5hvngpfyf2j222agy 46 26 ; ; : work_njzbswnor5hvngpfyf2j222agy 46 27 Çomak Çomak NNP work_njzbswnor5hvngpfyf2j222agy 46 28 , , , work_njzbswnor5hvngpfyf2j222agy 46 29 Arslan Arslan NNP work_njzbswnor5hvngpfyf2j222agy 46 30 , , , work_njzbswnor5hvngpfyf2j222agy 46 31 & & CC work_njzbswnor5hvngpfyf2j222agy 46 32 Türkoğlu türkoğlu CD work_njzbswnor5hvngpfyf2j222agy 46 33 , , , work_njzbswnor5hvngpfyf2j222agy 46 34 2007 2007 CD work_njzbswnor5hvngpfyf2j222agy 46 35 ; ; : work_njzbswnor5hvngpfyf2j222agy 46 36 Turkoglu Turkoglu NNP work_njzbswnor5hvngpfyf2j222agy 46 37 et et NNP work_njzbswnor5hvngpfyf2j222agy 46 38 al al NNP work_njzbswnor5hvngpfyf2j222agy 46 39 . . NNP work_njzbswnor5hvngpfyf2j222agy 46 40 , , , work_njzbswnor5hvngpfyf2j222agy 46 41 2002b 2002b LS work_njzbswnor5hvngpfyf2j222agy 46 42 ; ; : work_njzbswnor5hvngpfyf2j222agy 46 43 Uguz Uguz NNP work_njzbswnor5hvngpfyf2j222agy 46 44 , , , work_njzbswnor5hvngpfyf2j222agy 46 45 Arslan Arslan NNP work_njzbswnor5hvngpfyf2j222agy 46 46 , , , work_njzbswnor5hvngpfyf2j222agy 46 47 & & CC work_njzbswnor5hvngpfyf2j222agy 46 48 Türkoğlu türkoğlu CD work_njzbswnor5hvngpfyf2j222agy 46 49 , , , work_njzbswnor5hvngpfyf2j222agy 46 50 2007 2007 CD work_njzbswnor5hvngpfyf2j222agy 46 51 ; ; : work_njzbswnor5hvngpfyf2j222agy 46 52 Wright Wright NNP work_njzbswnor5hvngpfyf2j222agy 46 53 et et NNP work_njzbswnor5hvngpfyf2j222agy 46 54 al al NNP work_njzbswnor5hvngpfyf2j222agy 46 55 . . NNP work_njzbswnor5hvngpfyf2j222agy 46 56 , , , work_njzbswnor5hvngpfyf2j222agy 46 57 1997 1997 CD work_njzbswnor5hvngpfyf2j222agy 46 58 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 46 59 . . . work_njzbswnor5hvngpfyf2j222agy 47 1 The the DT work_njzbswnor5hvngpfyf2j222agy 47 2 data datum NNS work_njzbswnor5hvngpfyf2j222agy 47 3 set set NN work_njzbswnor5hvngpfyf2j222agy 47 4 which which WDT work_njzbswnor5hvngpfyf2j222agy 47 5 was be VBD work_njzbswnor5hvngpfyf2j222agy 47 6 obtained obtain VBN work_njzbswnor5hvngpfyf2j222agy 47 7 by by IN work_njzbswnor5hvngpfyf2j222agy 47 8 Turkoglu Turkoglu NNP work_njzbswnor5hvngpfyf2j222agy 47 9 et et NNP work_njzbswnor5hvngpfyf2j222agy 47 10 al al NNP work_njzbswnor5hvngpfyf2j222agy 47 11 . . . work_njzbswnor5hvngpfyf2j222agy 48 1 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 48 2 2002b 2002b LS work_njzbswnor5hvngpfyf2j222agy 48 3 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 48 4 was be VBD work_njzbswnor5hvngpfyf2j222agy 48 5 used use VBN work_njzbswnor5hvngpfyf2j222agy 48 6 by by IN work_njzbswnor5hvngpfyf2j222agy 48 7 Çomak Çomak NNP work_njzbswnor5hvngpfyf2j222agy 48 8 et et NNP work_njzbswnor5hvngpfyf2j222agy 48 9 al al NNP work_njzbswnor5hvngpfyf2j222agy 48 10 . . . work_njzbswnor5hvngpfyf2j222agy 49 1 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 49 2 2007 2007 CD work_njzbswnor5hvngpfyf2j222agy 49 3 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 49 4 and and CC work_njzbswnor5hvngpfyf2j222agy 49 5 Uguz Uguz NNP work_njzbswnor5hvngpfyf2j222agy 49 6 et et NNP work_njzbswnor5hvngpfyf2j222agy 49 7 al al NNP work_njzbswnor5hvngpfyf2j222agy 49 8 . . . work_njzbswnor5hvngpfyf2j222agy 50 1 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 50 2 2007 2007 CD work_njzbswnor5hvngpfyf2j222agy 50 3 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 50 4 too too RB work_njzbswnor5hvngpfyf2j222agy 50 5 . . . work_njzbswnor5hvngpfyf2j222agy 51 1 Çomak Çomak NNP work_njzbswnor5hvngpfyf2j222agy 51 2 et et NNP work_njzbswnor5hvngpfyf2j222agy 51 3 al al NNP work_njzbswnor5hvngpfyf2j222agy 51 4 . . . work_njzbswnor5hvngpfyf2j222agy 52 1 pro- pro- NN work_njzbswnor5hvngpfyf2j222agy 52 2 posed pose VBD work_njzbswnor5hvngpfyf2j222agy 52 3 to to TO work_njzbswnor5hvngpfyf2j222agy 52 4 develop develop VB work_njzbswnor5hvngpfyf2j222agy 52 5 a a DT work_njzbswnor5hvngpfyf2j222agy 52 6 decision decision NN work_njzbswnor5hvngpfyf2j222agy 52 7 support support NN work_njzbswnor5hvngpfyf2j222agy 52 8 system system NN work_njzbswnor5hvngpfyf2j222agy 52 9 based base VBN work_njzbswnor5hvngpfyf2j222agy 52 10 on on IN work_njzbswnor5hvngpfyf2j222agy 52 11 wavelet wavelet NN work_njzbswnor5hvngpfyf2j222agy 52 12 decomposition decomposition NN work_njzbswnor5hvngpfyf2j222agy 52 13 and and CC work_njzbswnor5hvngpfyf2j222agy 52 14 short short JJ work_njzbswnor5hvngpfyf2j222agy 52 15 - - HYPH work_njzbswnor5hvngpfyf2j222agy 52 16 time time NN work_njzbswnor5hvngpfyf2j222agy 52 17 Fourier fouri JJR work_njzbswnor5hvngpfyf2j222agy 52 18 transform transform NN work_njzbswnor5hvngpfyf2j222agy 52 19 to to TO work_njzbswnor5hvngpfyf2j222agy 52 20 develop develop VB work_njzbswnor5hvngpfyf2j222agy 52 21 the the DT work_njzbswnor5hvngpfyf2j222agy 52 22 performance performance NN work_njzbswnor5hvngpfyf2j222agy 52 23 of of IN work_njzbswnor5hvngpfyf2j222agy 52 24 Turkoglu Turkoglu NNP work_njzbswnor5hvngpfyf2j222agy 52 25 et et NNP work_njzbswnor5hvngpfyf2j222agy 52 26 al al NNP work_njzbswnor5hvngpfyf2j222agy 52 27 . . . work_njzbswnor5hvngpfyf2j222agy 53 1 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 53 2 2002b 2002b CD work_njzbswnor5hvngpfyf2j222agy 53 3 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 53 4 . . . work_njzbswnor5hvngpfyf2j222agy 54 1 Uguz uguz RB work_njzbswnor5hvngpfyf2j222agy 54 2 et et FW work_njzbswnor5hvngpfyf2j222agy 54 3 al al NNP work_njzbswnor5hvngpfyf2j222agy 54 4 . . . work_njzbswnor5hvngpfyf2j222agy 55 1 proposed propose VBD work_njzbswnor5hvngpfyf2j222agy 55 2 a a DT work_njzbswnor5hvngpfyf2j222agy 55 3 bio- bio- JJ work_njzbswnor5hvngpfyf2j222agy 55 4 medical medical JJ work_njzbswnor5hvngpfyf2j222agy 55 5 system system NN work_njzbswnor5hvngpfyf2j222agy 55 6 based base VBN work_njzbswnor5hvngpfyf2j222agy 55 7 on on IN work_njzbswnor5hvngpfyf2j222agy 55 8 continuous continuous JJ work_njzbswnor5hvngpfyf2j222agy 55 9 hidden hide VBN work_njzbswnor5hvngpfyf2j222agy 55 10 Markov Markov NNP work_njzbswnor5hvngpfyf2j222agy 55 11 model model NN work_njzbswnor5hvngpfyf2j222agy 55 12 classi- classi- NN work_njzbswnor5hvngpfyf2j222agy 55 13 fier fier NN work_njzbswnor5hvngpfyf2j222agy 55 14 for for IN work_njzbswnor5hvngpfyf2j222agy 55 15 the the DT work_njzbswnor5hvngpfyf2j222agy 55 16 diagnosis diagnosis NN work_njzbswnor5hvngpfyf2j222agy 55 17 of of IN work_njzbswnor5hvngpfyf2j222agy 55 18 valvular valvular JJ work_njzbswnor5hvngpfyf2j222agy 55 19 heart heart NN work_njzbswnor5hvngpfyf2j222agy 55 20 diseases disease NNS work_njzbswnor5hvngpfyf2j222agy 55 21 . . . work_njzbswnor5hvngpfyf2j222agy 56 1 The the DT work_njzbswnor5hvngpfyf2j222agy 56 2 proposed propose VBN work_njzbswnor5hvngpfyf2j222agy 56 3 methodology methodology NN work_njzbswnor5hvngpfyf2j222agy 56 4 was be VBD work_njzbswnor5hvngpfyf2j222agy 56 5 composed compose VBN work_njzbswnor5hvngpfyf2j222agy 56 6 of of IN work_njzbswnor5hvngpfyf2j222agy 56 7 two two CD work_njzbswnor5hvngpfyf2j222agy 56 8 stages stage NNS work_njzbswnor5hvngpfyf2j222agy 56 9 . . . work_njzbswnor5hvngpfyf2j222agy 57 1 At at IN work_njzbswnor5hvngpfyf2j222agy 57 2 the the DT work_njzbswnor5hvngpfyf2j222agy 57 3 first first JJ work_njzbswnor5hvngpfyf2j222agy 57 4 stage stage NN work_njzbswnor5hvngpfyf2j222agy 57 5 , , , work_njzbswnor5hvngpfyf2j222agy 57 6 the the DT work_njzbswnor5hvngpfyf2j222agy 57 7 initial initial JJ work_njzbswnor5hvngpfyf2j222agy 57 8 values value NNS work_njzbswnor5hvngpfyf2j222agy 57 9 of of IN work_njzbswnor5hvngpfyf2j222agy 57 10 average average JJ work_njzbswnor5hvngpfyf2j222agy 57 11 and and CC work_njzbswnor5hvngpfyf2j222agy 57 12 standard standard JJ work_njzbswnor5hvngpfyf2j222agy 57 13 deviation deviation NN work_njzbswnor5hvngpfyf2j222agy 57 14 were be VBD work_njzbswnor5hvngpfyf2j222agy 57 15 calculated calculate VBN work_njzbswnor5hvngpfyf2j222agy 57 16 by by IN work_njzbswnor5hvngpfyf2j222agy 57 17 separating separate VBG work_njzbswnor5hvngpfyf2j222agy 57 18 observation observation NN work_njzbswnor5hvngpfyf2j222agy 57 19 symbols symbol NNS work_njzbswnor5hvngpfyf2j222agy 57 20 into into IN work_njzbswnor5hvngpfyf2j222agy 57 21 equal equal JJ work_njzbswnor5hvngpfyf2j222agy 57 22 segments segment NNS work_njzbswnor5hvngpfyf2j222agy 57 23 according accord VBG work_njzbswnor5hvngpfyf2j222agy 57 24 to to IN work_njzbswnor5hvngpfyf2j222agy 57 25 the the DT work_njzbswnor5hvngpfyf2j222agy 57 26 state state NN work_njzbswnor5hvngpfyf2j222agy 57 27 number number NN work_njzbswnor5hvngpfyf2j222agy 57 28 and and CC work_njzbswnor5hvngpfyf2j222agy 57 29 using use VBG work_njzbswnor5hvngpfyf2j222agy 57 30 observation observation NN work_njzbswnor5hvngpfyf2j222agy 57 31 symbols symbol NNS work_njzbswnor5hvngpfyf2j222agy 57 32 appropriate appropriate JJ work_njzbswnor5hvngpfyf2j222agy 57 33 to to IN work_njzbswnor5hvngpfyf2j222agy 57 34 each each DT work_njzbswnor5hvngpfyf2j222agy 57 35 segment segment NN work_njzbswnor5hvngpfyf2j222agy 57 36 . . . work_njzbswnor5hvngpfyf2j222agy 58 1 At at IN work_njzbswnor5hvngpfyf2j222agy 58 2 the the DT work_njzbswnor5hvngpfyf2j222agy 58 3 second second JJ work_njzbswnor5hvngpfyf2j222agy 58 4 stage stage NN work_njzbswnor5hvngpfyf2j222agy 58 5 , , , work_njzbswnor5hvngpfyf2j222agy 58 6 the the DT work_njzbswnor5hvngpfyf2j222agy 58 7 initial initial JJ work_njzbswnor5hvngpfyf2j222agy 58 8 values value NNS work_njzbswnor5hvngpfyf2j222agy 58 9 of of IN work_njzbswnor5hvngpfyf2j222agy 58 10 average average JJ work_njzbswnor5hvngpfyf2j222agy 58 11 and and CC work_njzbswnor5hvngpfyf2j222agy 58 12 standard standard JJ work_njzbswnor5hvngpfyf2j222agy 58 13 deviation deviation NN work_njzbswnor5hvngpfyf2j222agy 58 14 were be VBD work_njzbswnor5hvngpfyf2j222agy 58 15 calculated calculate VBN work_njzbswnor5hvngpfyf2j222agy 58 16 by by IN work_njzbswnor5hvngpfyf2j222agy 58 17 separating separate VBG work_njzbswnor5hvngpfyf2j222agy 58 18 observation observation NN work_njzbswnor5hvngpfyf2j222agy 58 19 sym- sym- IN work_njzbswnor5hvngpfyf2j222agy 58 20 bols bol NNS work_njzbswnor5hvngpfyf2j222agy 58 21 into into IN work_njzbswnor5hvngpfyf2j222agy 58 22 the the DT work_njzbswnor5hvngpfyf2j222agy 58 23 clusters cluster NNS work_njzbswnor5hvngpfyf2j222agy 58 24 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 58 25 FCM fcm NN work_njzbswnor5hvngpfyf2j222agy 58 26 or or CC work_njzbswnor5hvngpfyf2j222agy 58 27 K K NNP work_njzbswnor5hvngpfyf2j222agy 58 28 - - HYPH work_njzbswnor5hvngpfyf2j222agy 58 29 means mean VBZ work_njzbswnor5hvngpfyf2j222agy 58 30 algorithms algorithm NNS work_njzbswnor5hvngpfyf2j222agy 58 31 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 58 32 that that WDT work_njzbswnor5hvngpfyf2j222agy 58 33 have have VBP work_njzbswnor5hvngpfyf2j222agy 58 34 equal equal JJ work_njzbswnor5hvngpfyf2j222agy 58 35 number number NN work_njzbswnor5hvngpfyf2j222agy 58 36 of of IN work_njzbswnor5hvngpfyf2j222agy 58 37 states state NNS work_njzbswnor5hvngpfyf2j222agy 58 38 and and CC work_njzbswnor5hvngpfyf2j222agy 58 39 using use VBG work_njzbswnor5hvngpfyf2j222agy 58 40 observation observation NN work_njzbswnor5hvngpfyf2j222agy 58 41 symbols symbol NNS work_njzbswnor5hvngpfyf2j222agy 58 42 appropriate appropriate JJ work_njzbswnor5hvngpfyf2j222agy 58 43 to to IN work_njzbswnor5hvngpfyf2j222agy 58 44 the the DT work_njzbswnor5hvngpfyf2j222agy 58 45 separated separate VBN work_njzbswnor5hvngpfyf2j222agy 58 46 clusters cluster NNS work_njzbswnor5hvngpfyf2j222agy 58 47 . . . work_njzbswnor5hvngpfyf2j222agy 59 1 Least Least JJS work_njzbswnor5hvngpfyf2j222agy 59 2 square square JJ work_njzbswnor5hvngpfyf2j222agy 59 3 SVM SVM NNP work_njzbswnor5hvngpfyf2j222agy 59 4 uses use VBZ work_njzbswnor5hvngpfyf2j222agy 59 5 equality equality NN work_njzbswnor5hvngpfyf2j222agy 59 6 constraints constraint NNS work_njzbswnor5hvngpfyf2j222agy 59 7 and and CC work_njzbswnor5hvngpfyf2j222agy 59 8 solves solve VBZ work_njzbswnor5hvngpfyf2j222agy 59 9 a a DT work_njzbswnor5hvngpfyf2j222agy 59 10 set set NN work_njzbswnor5hvngpfyf2j222agy 59 11 of of IN work_njzbswnor5hvngpfyf2j222agy 59 12 linear linear JJ work_njzbswnor5hvngpfyf2j222agy 59 13 equations equation NNS work_njzbswnor5hvngpfyf2j222agy 59 14 in in IN work_njzbswnor5hvngpfyf2j222agy 59 15 the the DT work_njzbswnor5hvngpfyf2j222agy 59 16 dual dual JJ work_njzbswnor5hvngpfyf2j222agy 59 17 space space NN work_njzbswnor5hvngpfyf2j222agy 59 18 instead instead RB work_njzbswnor5hvngpfyf2j222agy 59 19 of of IN work_njzbswnor5hvngpfyf2j222agy 59 20 solving solve VBG work_njzbswnor5hvngpfyf2j222agy 59 21 a a DT work_njzbswnor5hvngpfyf2j222agy 59 22 quadratic quadratic JJ work_njzbswnor5hvngpfyf2j222agy 59 23 programming programming NN work_njzbswnor5hvngpfyf2j222agy 59 24 problem problem NN work_njzbswnor5hvngpfyf2j222agy 59 25 as as IN work_njzbswnor5hvngpfyf2j222agy 59 26 for for IN work_njzbswnor5hvngpfyf2j222agy 59 27 the the DT work_njzbswnor5hvngpfyf2j222agy 59 28 standard standard JJ work_njzbswnor5hvngpfyf2j222agy 59 29 SVM SVM NNP work_njzbswnor5hvngpfyf2j222agy 59 30 . . . work_njzbswnor5hvngpfyf2j222agy 60 1 This this DT work_njzbswnor5hvngpfyf2j222agy 60 2 simplifies simplify VBZ work_njzbswnor5hvngpfyf2j222agy 60 3 the the DT work_njzbswnor5hvngpfyf2j222agy 60 4 computations computation NNS work_njzbswnor5hvngpfyf2j222agy 60 5 and and CC work_njzbswnor5hvngpfyf2j222agy 60 6 enhances enhance VBZ work_njzbswnor5hvngpfyf2j222agy 60 7 the the DT work_njzbswnor5hvngpfyf2j222agy 60 8 speed speed NN work_njzbswnor5hvngpfyf2j222agy 60 9 considerably considerably RB work_njzbswnor5hvngpfyf2j222agy 60 10 . . . work_njzbswnor5hvngpfyf2j222agy 61 1 There there EX work_njzbswnor5hvngpfyf2j222agy 61 2 ex- ex- RB work_njzbswnor5hvngpfyf2j222agy 61 3 ists ist VBZ work_njzbswnor5hvngpfyf2j222agy 61 4 a a DT work_njzbswnor5hvngpfyf2j222agy 61 5 link link NN work_njzbswnor5hvngpfyf2j222agy 61 6 between between IN work_njzbswnor5hvngpfyf2j222agy 61 7 the the DT work_njzbswnor5hvngpfyf2j222agy 61 8 LS LS NNP work_njzbswnor5hvngpfyf2j222agy 61 9 - - HYPH work_njzbswnor5hvngpfyf2j222agy 61 10 SVM SVM NNP work_njzbswnor5hvngpfyf2j222agy 61 11 classifier classifier NN work_njzbswnor5hvngpfyf2j222agy 61 12 formulations formulation NNS work_njzbswnor5hvngpfyf2j222agy 61 13 with with IN work_njzbswnor5hvngpfyf2j222agy 61 14 the the DT work_njzbswnor5hvngpfyf2j222agy 61 15 well well RB work_njzbswnor5hvngpfyf2j222agy 61 16 - - HYPH work_njzbswnor5hvngpfyf2j222agy 61 17 known know VBN work_njzbswnor5hvngpfyf2j222agy 61 18 Fisher Fisher NNP work_njzbswnor5hvngpfyf2j222agy 61 19 discriminant discriminant JJ work_njzbswnor5hvngpfyf2j222agy 61 20 analysis analysis NN work_njzbswnor5hvngpfyf2j222agy 61 21 , , , work_njzbswnor5hvngpfyf2j222agy 61 22 namely namely RB work_njzbswnor5hvngpfyf2j222agy 61 23 by by IN work_njzbswnor5hvngpfyf2j222agy 61 24 extending extend VBG work_njzbswnor5hvngpfyf2j222agy 61 25 it -PRON- PRP work_njzbswnor5hvngpfyf2j222agy 61 26 to to IN work_njzbswnor5hvngpfyf2j222agy 61 27 a a DT work_njzbswnor5hvngpfyf2j222agy 61 28 high high JJ work_njzbswnor5hvngpfyf2j222agy 61 29 - - HYPH work_njzbswnor5hvngpfyf2j222agy 61 30 dimensional dimensional JJ work_njzbswnor5hvngpfyf2j222agy 61 31 feature feature NN work_njzbswnor5hvngpfyf2j222agy 61 32 space space NN work_njzbswnor5hvngpfyf2j222agy 61 33 . . . work_njzbswnor5hvngpfyf2j222agy 62 1 Some some DT work_njzbswnor5hvngpfyf2j222agy 62 2 parameters parameter NNS work_njzbswnor5hvngpfyf2j222agy 62 3 have have VBP work_njzbswnor5hvngpfyf2j222agy 62 4 to to TO work_njzbswnor5hvngpfyf2j222agy 62 5 be be VB work_njzbswnor5hvngpfyf2j222agy 62 6 tuned tune VBN work_njzbswnor5hvngpfyf2j222agy 62 7 to to TO work_njzbswnor5hvngpfyf2j222agy 62 8 achieve achieve VB work_njzbswnor5hvngpfyf2j222agy 62 9 a a DT work_njzbswnor5hvngpfyf2j222agy 62 10 high high JJ work_njzbswnor5hvngpfyf2j222agy 62 11 level level NN work_njzbswnor5hvngpfyf2j222agy 62 12 performance performance NN work_njzbswnor5hvngpfyf2j222agy 62 13 of of IN work_njzbswnor5hvngpfyf2j222agy 62 14 the the DT work_njzbswnor5hvngpfyf2j222agy 62 15 LS LS NNP work_njzbswnor5hvngpfyf2j222agy 62 16 - - HYPH work_njzbswnor5hvngpfyf2j222agy 62 17 SVM SVM NNP work_njzbswnor5hvngpfyf2j222agy 62 18 , , , work_njzbswnor5hvngpfyf2j222agy 62 19 including include VBG work_njzbswnor5hvngpfyf2j222agy 62 20 the the DT work_njzbswnor5hvngpfyf2j222agy 62 21 regularization regularization NN work_njzbswnor5hvngpfyf2j222agy 62 22 parameter parameter NN work_njzbswnor5hvngpfyf2j222agy 62 23 and and CC work_njzbswnor5hvngpfyf2j222agy 62 24 the the DT work_njzbswnor5hvngpfyf2j222agy 62 25 kernel kernel NN work_njzbswnor5hvngpfyf2j222agy 62 26 parameter parameter NN work_njzbswnor5hvngpfyf2j222agy 62 27 corre- corre- NN work_njzbswnor5hvngpfyf2j222agy 62 28 sponding sponde VBG work_njzbswnor5hvngpfyf2j222agy 62 29 to to IN work_njzbswnor5hvngpfyf2j222agy 62 30 the the DT work_njzbswnor5hvngpfyf2j222agy 62 31 kernel kernel NN work_njzbswnor5hvngpfyf2j222agy 62 32 type type NN work_njzbswnor5hvngpfyf2j222agy 62 33 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 62 34 Lukas Lukas NNP work_njzbswnor5hvngpfyf2j222agy 62 35 , , , work_njzbswnor5hvngpfyf2j222agy 62 36 Devos Devos NNP work_njzbswnor5hvngpfyf2j222agy 62 37 , , , work_njzbswnor5hvngpfyf2j222agy 62 38 Suykens Suykens NNP work_njzbswnor5hvngpfyf2j222agy 62 39 , , , work_njzbswnor5hvngpfyf2j222agy 62 40 et et NNP work_njzbswnor5hvngpfyf2j222agy 62 41 al al NNP work_njzbswnor5hvngpfyf2j222agy 62 42 . . NNP work_njzbswnor5hvngpfyf2j222agy 62 43 , , , work_njzbswnor5hvngpfyf2j222agy 62 44 2004 2004 CD work_njzbswnor5hvngpfyf2j222agy 62 45 ; ; : work_njzbswnor5hvngpfyf2j222agy 62 46 Suykens Suykens NNP work_njzbswnor5hvngpfyf2j222agy 62 47 & & CC work_njzbswnor5hvngpfyf2j222agy 62 48 Vandewalle Vandewalle NNP work_njzbswnor5hvngpfyf2j222agy 62 49 , , , work_njzbswnor5hvngpfyf2j222agy 62 50 1999 1999 CD work_njzbswnor5hvngpfyf2j222agy 62 51 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 62 52 . . . work_njzbswnor5hvngpfyf2j222agy 63 1 This this DT work_njzbswnor5hvngpfyf2j222agy 63 2 study study NN work_njzbswnor5hvngpfyf2j222agy 63 3 will will MD work_njzbswnor5hvngpfyf2j222agy 63 4 introduce introduce VB work_njzbswnor5hvngpfyf2j222agy 63 5 the the DT work_njzbswnor5hvngpfyf2j222agy 63 6 technique technique NN work_njzbswnor5hvngpfyf2j222agy 63 7 that that WDT work_njzbswnor5hvngpfyf2j222agy 63 8 will will MD work_njzbswnor5hvngpfyf2j222agy 63 9 aid aid VB work_njzbswnor5hvngpfyf2j222agy 63 10 clinical clinical JJ work_njzbswnor5hvngpfyf2j222agy 63 11 diagnosis diagnosis NN work_njzbswnor5hvngpfyf2j222agy 63 12 , , , work_njzbswnor5hvngpfyf2j222agy 63 13 enable enable VB work_njzbswnor5hvngpfyf2j222agy 63 14 the the DT work_njzbswnor5hvngpfyf2j222agy 63 15 further further JJ work_njzbswnor5hvngpfyf2j222agy 63 16 research research NN work_njzbswnor5hvngpfyf2j222agy 63 17 of of IN work_njzbswnor5hvngpfyf2j222agy 63 18 VHD VHD NNP work_njzbswnor5hvngpfyf2j222agy 63 19 , , , work_njzbswnor5hvngpfyf2j222agy 63 20 and and CC work_njzbswnor5hvngpfyf2j222agy 63 21 provide provide VB work_njzbswnor5hvngpfyf2j222agy 63 22 a a DT work_njzbswnor5hvngpfyf2j222agy 63 23 deci- deci- NN work_njzbswnor5hvngpfyf2j222agy 63 24 sion sion NN work_njzbswnor5hvngpfyf2j222agy 63 25 support support NN work_njzbswnor5hvngpfyf2j222agy 63 26 system system NN work_njzbswnor5hvngpfyf2j222agy 63 27 for for IN work_njzbswnor5hvngpfyf2j222agy 63 28 recognition recognition NN work_njzbswnor5hvngpfyf2j222agy 63 29 of of IN work_njzbswnor5hvngpfyf2j222agy 63 30 VHD VHD NNP work_njzbswnor5hvngpfyf2j222agy 63 31 . . . work_njzbswnor5hvngpfyf2j222agy 64 1 This this DT work_njzbswnor5hvngpfyf2j222agy 64 2 study study NN work_njzbswnor5hvngpfyf2j222agy 64 3 uses use VBZ work_njzbswnor5hvngpfyf2j222agy 64 4 the the DT work_njzbswnor5hvngpfyf2j222agy 64 5 powerful powerful JJ work_njzbswnor5hvngpfyf2j222agy 64 6 mathematics mathematic NNS work_njzbswnor5hvngpfyf2j222agy 64 7 of of IN work_njzbswnor5hvngpfyf2j222agy 64 8 wavelet wavelet NN work_njzbswnor5hvngpfyf2j222agy 64 9 signal signal NN work_njzbswnor5hvngpfyf2j222agy 64 10 processing processing NN work_njzbswnor5hvngpfyf2j222agy 64 11 and and CC work_njzbswnor5hvngpfyf2j222agy 64 12 entropy entropy JJ work_njzbswnor5hvngpfyf2j222agy 64 13 , , , work_njzbswnor5hvngpfyf2j222agy 64 14 FFT FFT NNP work_njzbswnor5hvngpfyf2j222agy 64 15 to to TO work_njzbswnor5hvngpfyf2j222agy 64 16 efficiently efficiently RB work_njzbswnor5hvngpfyf2j222agy 64 17 extract extract VB work_njzbswnor5hvngpfyf2j222agy 64 18 the the DT work_njzbswnor5hvngpfyf2j222agy 64 19 features feature NNS work_njzbswnor5hvngpfyf2j222agy 64 20 from from IN work_njzbswnor5hvngpfyf2j222agy 64 21 pre pre JJ work_njzbswnor5hvngpfyf2j222agy 64 22 - - JJ work_njzbswnor5hvngpfyf2j222agy 64 23 processed process VBN work_njzbswnor5hvngpfyf2j222agy 64 24 Doppler Doppler NNP work_njzbswnor5hvngpfyf2j222agy 64 25 signals signal NNS work_njzbswnor5hvngpfyf2j222agy 64 26 for for IN work_njzbswnor5hvngpfyf2j222agy 64 27 the the DT work_njzbswnor5hvngpfyf2j222agy 64 28 purpose purpose NN work_njzbswnor5hvngpfyf2j222agy 64 29 of of IN work_njzbswnor5hvngpfyf2j222agy 64 30 recognizing recognize VBG work_njzbswnor5hvngpfyf2j222agy 64 31 between between IN work_njzbswnor5hvngpfyf2j222agy 64 32 abnormal abnormal JJ work_njzbswnor5hvngpfyf2j222agy 64 33 and and CC work_njzbswnor5hvngpfyf2j222agy 64 34 nor- nor- JJ work_njzbswnor5hvngpfyf2j222agy 64 35 mal mal JJ work_njzbswnor5hvngpfyf2j222agy 64 36 subjects subject NNS work_njzbswnor5hvngpfyf2j222agy 64 37 of of IN work_njzbswnor5hvngpfyf2j222agy 64 38 the the DT work_njzbswnor5hvngpfyf2j222agy 64 39 VHD VHD NNP work_njzbswnor5hvngpfyf2j222agy 64 40 . . . work_njzbswnor5hvngpfyf2j222agy 65 1 Thus thus RB work_njzbswnor5hvngpfyf2j222agy 65 2 , , , work_njzbswnor5hvngpfyf2j222agy 65 3 the the DT work_njzbswnor5hvngpfyf2j222agy 65 4 doctor doctor NN work_njzbswnor5hvngpfyf2j222agy 65 5 can can MD work_njzbswnor5hvngpfyf2j222agy 65 6 make make VB work_njzbswnor5hvngpfyf2j222agy 65 7 a a DT work_njzbswnor5hvngpfyf2j222agy 65 8 comparison comparison NN work_njzbswnor5hvngpfyf2j222agy 65 9 between between IN work_njzbswnor5hvngpfyf2j222agy 65 10 the the DT work_njzbswnor5hvngpfyf2j222agy 65 11 diagnoses diagnosis NNS work_njzbswnor5hvngpfyf2j222agy 65 12 by by IN work_njzbswnor5hvngpfyf2j222agy 65 13 the the DT work_njzbswnor5hvngpfyf2j222agy 65 14 developed develop VBN work_njzbswnor5hvngpfyf2j222agy 65 15 method method NN work_njzbswnor5hvngpfyf2j222agy 65 16 and and CC work_njzbswnor5hvngpfyf2j222agy 65 17 the the DT work_njzbswnor5hvngpfyf2j222agy 65 18 diagno- diagno- NN work_njzbswnor5hvngpfyf2j222agy 65 19 ses se VBZ work_njzbswnor5hvngpfyf2j222agy 65 20 by by IN work_njzbswnor5hvngpfyf2j222agy 65 21 the the DT work_njzbswnor5hvngpfyf2j222agy 65 22 existing exist VBG work_njzbswnor5hvngpfyf2j222agy 65 23 methods method NNS work_njzbswnor5hvngpfyf2j222agy 65 24 . . . work_njzbswnor5hvngpfyf2j222agy 66 1 If if IN work_njzbswnor5hvngpfyf2j222agy 66 2 the the DT work_njzbswnor5hvngpfyf2j222agy 66 3 results result NNS work_njzbswnor5hvngpfyf2j222agy 66 4 are be VBP work_njzbswnor5hvngpfyf2j222agy 66 5 different different JJ work_njzbswnor5hvngpfyf2j222agy 66 6 , , , work_njzbswnor5hvngpfyf2j222agy 66 7 the the DT work_njzbswnor5hvngpfyf2j222agy 66 8 exam- exam- JJ work_njzbswnor5hvngpfyf2j222agy 66 9 inations ination NNS work_njzbswnor5hvngpfyf2j222agy 66 10 can can MD work_njzbswnor5hvngpfyf2j222agy 66 11 be be VB work_njzbswnor5hvngpfyf2j222agy 66 12 repeated repeat VBN work_njzbswnor5hvngpfyf2j222agy 66 13 or or CC work_njzbswnor5hvngpfyf2j222agy 66 14 performed perform VBN work_njzbswnor5hvngpfyf2j222agy 66 15 more more RBR work_njzbswnor5hvngpfyf2j222agy 66 16 carefully carefully RB work_njzbswnor5hvngpfyf2j222agy 66 17 . . . work_njzbswnor5hvngpfyf2j222agy 67 1 In in IN work_njzbswnor5hvngpfyf2j222agy 67 2 this this DT work_njzbswnor5hvngpfyf2j222agy 67 3 way way NN work_njzbswnor5hvngpfyf2j222agy 67 4 , , , work_njzbswnor5hvngpfyf2j222agy 67 5 the the DT work_njzbswnor5hvngpfyf2j222agy 67 6 physician physician NN work_njzbswnor5hvngpfyf2j222agy 67 7 can can MD work_njzbswnor5hvngpfyf2j222agy 67 8 decide decide VB work_njzbswnor5hvngpfyf2j222agy 67 9 more more RBR work_njzbswnor5hvngpfyf2j222agy 67 10 realistically realistically RB work_njzbswnor5hvngpfyf2j222agy 67 11 . . . work_njzbswnor5hvngpfyf2j222agy 68 1 This this DT work_njzbswnor5hvngpfyf2j222agy 68 2 paper paper NN work_njzbswnor5hvngpfyf2j222agy 68 3 is be VBZ work_njzbswnor5hvngpfyf2j222agy 68 4 organized organize VBN work_njzbswnor5hvngpfyf2j222agy 68 5 as as IN work_njzbswnor5hvngpfyf2j222agy 68 6 follows follow VBZ work_njzbswnor5hvngpfyf2j222agy 68 7 . . . work_njzbswnor5hvngpfyf2j222agy 69 1 In in IN work_njzbswnor5hvngpfyf2j222agy 69 2 Section section NN work_njzbswnor5hvngpfyf2j222agy 69 3 2 2 CD work_njzbswnor5hvngpfyf2j222agy 69 4 , , , work_njzbswnor5hvngpfyf2j222agy 69 5 we -PRON- PRP work_njzbswnor5hvngpfyf2j222agy 69 6 review review VBP work_njzbswnor5hvngpfyf2j222agy 69 7 some some DT work_njzbswnor5hvngpfyf2j222agy 69 8 basic basic JJ work_njzbswnor5hvngpfyf2j222agy 69 9 properties property NNS work_njzbswnor5hvngpfyf2j222agy 69 10 of of IN work_njzbswnor5hvngpfyf2j222agy 69 11 the the DT work_njzbswnor5hvngpfyf2j222agy 69 12 pattern pattern NN work_njzbswnor5hvngpfyf2j222agy 69 13 recognition recognition NN work_njzbswnor5hvngpfyf2j222agy 69 14 , , , work_njzbswnor5hvngpfyf2j222agy 69 15 the the DT work_njzbswnor5hvngpfyf2j222agy 69 16 Doppler Doppler NNP work_njzbswnor5hvngpfyf2j222agy 69 17 heart heart NN work_njzbswnor5hvngpfyf2j222agy 69 18 sig- sig- NN work_njzbswnor5hvngpfyf2j222agy 69 19 nals nal NNS work_njzbswnor5hvngpfyf2j222agy 69 20 , , , work_njzbswnor5hvngpfyf2j222agy 69 21 WPD wpd NN work_njzbswnor5hvngpfyf2j222agy 69 22 , , , work_njzbswnor5hvngpfyf2j222agy 69 23 FFT FFT NNP work_njzbswnor5hvngpfyf2j222agy 69 24 , , , work_njzbswnor5hvngpfyf2j222agy 69 25 wavelet wavelet NN work_njzbswnor5hvngpfyf2j222agy 69 26 entropy entropy JJ work_njzbswnor5hvngpfyf2j222agy 69 27 and and CC work_njzbswnor5hvngpfyf2j222agy 69 28 LS LS NNP work_njzbswnor5hvngpfyf2j222agy 69 29 - - HYPH work_njzbswnor5hvngpfyf2j222agy 69 30 SVM SVM NNP work_njzbswnor5hvngpfyf2j222agy 69 31 . . . work_njzbswnor5hvngpfyf2j222agy 70 1 In in IN work_njzbswnor5hvngpfyf2j222agy 70 2 Section section NN work_njzbswnor5hvngpfyf2j222agy 70 3 3 3 CD work_njzbswnor5hvngpfyf2j222agy 70 4 , , , work_njzbswnor5hvngpfyf2j222agy 70 5 the the DT work_njzbswnor5hvngpfyf2j222agy 70 6 implementation implementation NN work_njzbswnor5hvngpfyf2j222agy 70 7 stage stage NN work_njzbswnor5hvngpfyf2j222agy 70 8 is be VBZ work_njzbswnor5hvngpfyf2j222agy 70 9 described describe VBN work_njzbswnor5hvngpfyf2j222agy 70 10 and and CC work_njzbswnor5hvngpfyf2j222agy 70 11 the the DT work_njzbswnor5hvngpfyf2j222agy 70 12 effectiveness effectiveness NN work_njzbswnor5hvngpfyf2j222agy 70 13 of of IN work_njzbswnor5hvngpfyf2j222agy 70 14 the the DT work_njzbswnor5hvngpfyf2j222agy 70 15 pro- pro- NN work_njzbswnor5hvngpfyf2j222agy 70 16 posed pose VBN work_njzbswnor5hvngpfyf2j222agy 70 17 method method NN work_njzbswnor5hvngpfyf2j222agy 70 18 for for IN work_njzbswnor5hvngpfyf2j222agy 70 19 the the DT work_njzbswnor5hvngpfyf2j222agy 70 20 classification classification NN work_njzbswnor5hvngpfyf2j222agy 70 21 of of IN work_njzbswnor5hvngpfyf2j222agy 70 22 Doppler Doppler NNP work_njzbswnor5hvngpfyf2j222agy 70 23 signals signal NNS work_njzbswnor5hvngpfyf2j222agy 70 24 in in IN work_njzbswnor5hvngpfyf2j222agy 70 25 the the DT work_njzbswnor5hvngpfyf2j222agy 70 26 diag- diag- NN work_njzbswnor5hvngpfyf2j222agy 70 27 nosis nosis NN work_njzbswnor5hvngpfyf2j222agy 70 28 of of IN work_njzbswnor5hvngpfyf2j222agy 70 29 VHD VHD NNP work_njzbswnor5hvngpfyf2j222agy 70 30 is be VBZ work_njzbswnor5hvngpfyf2j222agy 70 31 demonstrated demonstrate VBN work_njzbswnor5hvngpfyf2j222agy 70 32 . . . work_njzbswnor5hvngpfyf2j222agy 71 1 Finally finally RB work_njzbswnor5hvngpfyf2j222agy 71 2 , , , work_njzbswnor5hvngpfyf2j222agy 71 3 conclusion conclusion NN work_njzbswnor5hvngpfyf2j222agy 71 4 is be VBZ work_njzbswnor5hvngpfyf2j222agy 71 5 presented present VBN work_njzbswnor5hvngpfyf2j222agy 71 6 in in IN work_njzbswnor5hvngpfyf2j222agy 71 7 Section section NN work_njzbswnor5hvngpfyf2j222agy 71 8 4 4 CD work_njzbswnor5hvngpfyf2j222agy 71 9 . . . work_njzbswnor5hvngpfyf2j222agy 72 1 2 2 LS work_njzbswnor5hvngpfyf2j222agy 72 2 . . . work_njzbswnor5hvngpfyf2j222agy 73 1 Preliminaries preliminary NNS work_njzbswnor5hvngpfyf2j222agy 73 2 In in IN work_njzbswnor5hvngpfyf2j222agy 73 3 this this DT work_njzbswnor5hvngpfyf2j222agy 73 4 section section NN work_njzbswnor5hvngpfyf2j222agy 73 5 , , , work_njzbswnor5hvngpfyf2j222agy 73 6 the the DT work_njzbswnor5hvngpfyf2j222agy 73 7 theoretical theoretical JJ work_njzbswnor5hvngpfyf2j222agy 73 8 foundations foundation NNS work_njzbswnor5hvngpfyf2j222agy 73 9 of of IN work_njzbswnor5hvngpfyf2j222agy 73 10 the the DT work_njzbswnor5hvngpfyf2j222agy 73 11 presented present VBN work_njzbswnor5hvngpfyf2j222agy 73 12 study study NN work_njzbswnor5hvngpfyf2j222agy 73 13 are be VBP work_njzbswnor5hvngpfyf2j222agy 73 14 given give VBN work_njzbswnor5hvngpfyf2j222agy 73 15 in in IN work_njzbswnor5hvngpfyf2j222agy 73 16 the the DT work_njzbswnor5hvngpfyf2j222agy 73 17 following following JJ work_njzbswnor5hvngpfyf2j222agy 73 18 subsections subsection NNS work_njzbswnor5hvngpfyf2j222agy 73 19 . . . work_njzbswnor5hvngpfyf2j222agy 74 1 2.1 2.1 CD work_njzbswnor5hvngpfyf2j222agy 74 2 . . . work_njzbswnor5hvngpfyf2j222agy 75 1 Pattern pattern NN work_njzbswnor5hvngpfyf2j222agy 75 2 recognition recognition NN work_njzbswnor5hvngpfyf2j222agy 75 3 Pattern pattern NN work_njzbswnor5hvngpfyf2j222agy 75 4 recognition recognition NN work_njzbswnor5hvngpfyf2j222agy 75 5 consists consist VBZ work_njzbswnor5hvngpfyf2j222agy 75 6 of of IN work_njzbswnor5hvngpfyf2j222agy 75 7 some some DT work_njzbswnor5hvngpfyf2j222agy 75 8 sequential sequential JJ work_njzbswnor5hvngpfyf2j222agy 75 9 stages stage NNS work_njzbswnor5hvngpfyf2j222agy 75 10 , , , work_njzbswnor5hvngpfyf2j222agy 75 11 the the DT work_njzbswnor5hvngpfyf2j222agy 75 12 first first JJ work_njzbswnor5hvngpfyf2j222agy 75 13 stage stage NN work_njzbswnor5hvngpfyf2j222agy 75 14 is be VBZ work_njzbswnor5hvngpfyf2j222agy 75 15 feature feature NN work_njzbswnor5hvngpfyf2j222agy 75 16 extraction extraction NN work_njzbswnor5hvngpfyf2j222agy 75 17 from from IN work_njzbswnor5hvngpfyf2j222agy 75 18 the the DT work_njzbswnor5hvngpfyf2j222agy 75 19 patterns pattern NNS work_njzbswnor5hvngpfyf2j222agy 75 20 , , , work_njzbswnor5hvngpfyf2j222agy 75 21 which which WDT work_njzbswnor5hvngpfyf2j222agy 75 22 is be VBZ work_njzbswnor5hvngpfyf2j222agy 75 23 the the DT work_njzbswnor5hvngpfyf2j222agy 75 24 conver- conver- JJ work_njzbswnor5hvngpfyf2j222agy 75 25 sion sion NN work_njzbswnor5hvngpfyf2j222agy 75 26 of of IN work_njzbswnor5hvngpfyf2j222agy 75 27 patterns pattern NNS work_njzbswnor5hvngpfyf2j222agy 75 28 to to IN work_njzbswnor5hvngpfyf2j222agy 75 29 features feature NNS work_njzbswnor5hvngpfyf2j222agy 75 30 that that WDT work_njzbswnor5hvngpfyf2j222agy 75 31 are be VBP work_njzbswnor5hvngpfyf2j222agy 75 32 regarded regard VBN work_njzbswnor5hvngpfyf2j222agy 75 33 as as IN work_njzbswnor5hvngpfyf2j222agy 75 34 a a DT work_njzbswnor5hvngpfyf2j222agy 75 35 condensed condense VBN work_njzbswnor5hvngpfyf2j222agy 75 36 rep- rep- NN work_njzbswnor5hvngpfyf2j222agy 75 37 resentation resentation NN work_njzbswnor5hvngpfyf2j222agy 75 38 , , , work_njzbswnor5hvngpfyf2j222agy 75 39 ideally ideally RB work_njzbswnor5hvngpfyf2j222agy 75 40 containing contain VBG work_njzbswnor5hvngpfyf2j222agy 75 41 all all RB work_njzbswnor5hvngpfyf2j222agy 75 42 - - HYPH work_njzbswnor5hvngpfyf2j222agy 75 43 important important JJ work_njzbswnor5hvngpfyf2j222agy 75 44 information information NN work_njzbswnor5hvngpfyf2j222agy 75 45 . . . work_njzbswnor5hvngpfyf2j222agy 76 1 The the DT work_njzbswnor5hvngpfyf2j222agy 76 2 second second JJ work_njzbswnor5hvngpfyf2j222agy 76 3 stage stage NN work_njzbswnor5hvngpfyf2j222agy 76 4 is be VBZ work_njzbswnor5hvngpfyf2j222agy 76 5 feature feature NN work_njzbswnor5hvngpfyf2j222agy 76 6 selection selection NN work_njzbswnor5hvngpfyf2j222agy 76 7 . . . work_njzbswnor5hvngpfyf2j222agy 77 1 At at IN work_njzbswnor5hvngpfyf2j222agy 77 2 which which WDT work_njzbswnor5hvngpfyf2j222agy 77 3 a a DT work_njzbswnor5hvngpfyf2j222agy 77 4 smaller small JJR work_njzbswnor5hvngpfyf2j222agy 77 5 number number NN work_njzbswnor5hvngpfyf2j222agy 77 6 of of IN work_njzbswnor5hvngpfyf2j222agy 77 7 meaningful meaningful JJ work_njzbswnor5hvngpfyf2j222agy 77 8 features feature NNS work_njzbswnor5hvngpfyf2j222agy 77 9 that that WDT work_njzbswnor5hvngpfyf2j222agy 77 10 best good JJS work_njzbswnor5hvngpfyf2j222agy 77 11 represents represent VBZ work_njzbswnor5hvngpfyf2j222agy 77 12 the the DT work_njzbswnor5hvngpfyf2j222agy 77 13 given give VBN work_njzbswnor5hvngpfyf2j222agy 77 14 pattern pattern NN work_njzbswnor5hvngpfyf2j222agy 77 15 without without IN work_njzbswnor5hvngpfyf2j222agy 77 16 redundancy redundancy NN work_njzbswnor5hvngpfyf2j222agy 77 17 is be VBZ work_njzbswnor5hvngpfyf2j222agy 77 18 identified identify VBN work_njzbswnor5hvngpfyf2j222agy 77 19 . . . work_njzbswnor5hvngpfyf2j222agy 78 1 The the DT work_njzbswnor5hvngpfyf2j222agy 78 2 next next JJ work_njzbswnor5hvngpfyf2j222agy 78 3 stage stage NN work_njzbswnor5hvngpfyf2j222agy 78 4 is be VBZ work_njzbswnor5hvngpfyf2j222agy 78 5 classification classification NN work_njzbswnor5hvngpfyf2j222agy 78 6 . . . work_njzbswnor5hvngpfyf2j222agy 79 1 At at IN work_njzbswnor5hvngpfyf2j222agy 79 2 which which WDT work_njzbswnor5hvngpfyf2j222agy 79 3 a a DT work_njzbswnor5hvngpfyf2j222agy 79 4 specific specific JJ work_njzbswnor5hvngpfyf2j222agy 79 5 pattern pattern NN work_njzbswnor5hvngpfyf2j222agy 79 6 is be VBZ work_njzbswnor5hvngpfyf2j222agy 79 7 assigned assign VBN work_njzbswnor5hvngpfyf2j222agy 79 8 to to IN work_njzbswnor5hvngpfyf2j222agy 79 9 a a DT work_njzbswnor5hvngpfyf2j222agy 79 10 specific specific JJ work_njzbswnor5hvngpfyf2j222agy 79 11 class class NN work_njzbswnor5hvngpfyf2j222agy 79 12 according accord VBG work_njzbswnor5hvngpfyf2j222agy 79 13 to to IN work_njzbswnor5hvngpfyf2j222agy 79 14 the the DT work_njzbswnor5hvngpfyf2j222agy 79 15 char- char- NN work_njzbswnor5hvngpfyf2j222agy 79 16 acteristic acteristic JJ work_njzbswnor5hvngpfyf2j222agy 79 17 features feature NNS work_njzbswnor5hvngpfyf2j222agy 79 18 selected select VBN work_njzbswnor5hvngpfyf2j222agy 79 19 for for IN work_njzbswnor5hvngpfyf2j222agy 79 20 it -PRON- PRP work_njzbswnor5hvngpfyf2j222agy 79 21 . . . work_njzbswnor5hvngpfyf2j222agy 80 1 This this DT work_njzbswnor5hvngpfyf2j222agy 80 2 general general JJ work_njzbswnor5hvngpfyf2j222agy 80 3 abstract abstract JJ work_njzbswnor5hvngpfyf2j222agy 80 4 model model NN work_njzbswnor5hvngpfyf2j222agy 80 5 is be VBZ work_njzbswnor5hvngpfyf2j222agy 80 6 shown show VBN work_njzbswnor5hvngpfyf2j222agy 80 7 in in IN work_njzbswnor5hvngpfyf2j222agy 80 8 Fig Fig NNP work_njzbswnor5hvngpfyf2j222agy 80 9 . . . work_njzbswnor5hvngpfyf2j222agy 81 1 1 1 CD work_njzbswnor5hvngpfyf2j222agy 81 2 , , , work_njzbswnor5hvngpfyf2j222agy 81 3 allows allow VBZ work_njzbswnor5hvngpfyf2j222agy 81 4 a a DT work_njzbswnor5hvngpfyf2j222agy 81 5 broad broad JJ work_njzbswnor5hvngpfyf2j222agy 81 6 variety variety NN work_njzbswnor5hvngpfyf2j222agy 81 7 of of IN work_njzbswnor5hvngpfyf2j222agy 81 8 different different JJ work_njzbswnor5hvngpfyf2j222agy 81 9 realizations realization NNS work_njzbswnor5hvngpfyf2j222agy 81 10 and and CC work_njzbswnor5hvngpfyf2j222agy 81 11 implementations implementation NNS work_njzbswnor5hvngpfyf2j222agy 81 12 . . . work_njzbswnor5hvngpfyf2j222agy 82 1 Applying apply VBG work_njzbswnor5hvngpfyf2j222agy 82 2 this this DT work_njzbswnor5hvngpfyf2j222agy 82 3 terminology terminology NN work_njzbswnor5hvngpfyf2j222agy 82 4 to to IN work_njzbswnor5hvngpfyf2j222agy 82 5 the the DT work_njzbswnor5hvngpfyf2j222agy 82 6 medical medical JJ work_njzbswnor5hvngpfyf2j222agy 82 7 diagnostic diagnostic JJ work_njzbswnor5hvngpfyf2j222agy 82 8 process process NN work_njzbswnor5hvngpfyf2j222agy 82 9 , , , work_njzbswnor5hvngpfyf2j222agy 82 10 the the DT work_njzbswnor5hvngpfyf2j222agy 82 11 patterns pattern NNS work_njzbswnor5hvngpfyf2j222agy 82 12 can can MD work_njzbswnor5hvngpfyf2j222agy 82 13 be be VB work_njzbswnor5hvngpfyf2j222agy 82 14 identified identify VBN work_njzbswnor5hvngpfyf2j222agy 82 15 , , , work_njzbswnor5hvngpfyf2j222agy 82 16 for for IN work_njzbswnor5hvngpfyf2j222agy 82 17 example example NN work_njzbswnor5hvngpfyf2j222agy 82 18 , , , work_njzbswnor5hvngpfyf2j222agy 82 19 as as IN work_njzbswnor5hvngpfyf2j222agy 82 20 particular particular JJ work_njzbswnor5hvngpfyf2j222agy 82 21 , , , work_njzbswnor5hvngpfyf2j222agy 82 22 formalized formalize VBN work_njzbswnor5hvngpfyf2j222agy 82 23 symptoms symptom NNS work_njzbswnor5hvngpfyf2j222agy 82 24 , , , work_njzbswnor5hvngpfyf2j222agy 82 25 recorded record VBN work_njzbswnor5hvngpfyf2j222agy 82 26 signals signal NNS work_njzbswnor5hvngpfyf2j222agy 82 27 , , , work_njzbswnor5hvngpfyf2j222agy 82 28 or or CC work_njzbswnor5hvngpfyf2j222agy 82 29 as as IN work_njzbswnor5hvngpfyf2j222agy 82 30 a a DT work_njzbswnor5hvngpfyf2j222agy 82 31 set set NN work_njzbswnor5hvngpfyf2j222agy 82 32 of of IN work_njzbswnor5hvngpfyf2j222agy 82 33 images image NNS work_njzbswnor5hvngpfyf2j222agy 82 34 of of IN work_njzbswnor5hvngpfyf2j222agy 82 35 a a DT work_njzbswnor5hvngpfyf2j222agy 82 36 patient patient NN work_njzbswnor5hvngpfyf2j222agy 82 37 . . . work_njzbswnor5hvngpfyf2j222agy 83 1 The the DT work_njzbswnor5hvngpfyf2j222agy 83 2 classes class NNS work_njzbswnor5hvngpfyf2j222agy 83 3 obtained obtain VBD work_njzbswnor5hvngpfyf2j222agy 83 4 represent represent VBP work_njzbswnor5hvngpfyf2j222agy 83 5 the the DT work_njzbswnor5hvngpfyf2j222agy 83 6 variety variety NN work_njzbswnor5hvngpfyf2j222agy 83 7 of of IN work_njzbswnor5hvngpfyf2j222agy 83 8 different different JJ work_njzbswnor5hvngpfyf2j222agy 83 9 possible possible JJ work_njzbswnor5hvngpfyf2j222agy 83 10 diagnoses diagnosis NNS work_njzbswnor5hvngpfyf2j222agy 83 11 or or CC work_njzbswnor5hvngpfyf2j222agy 83 12 diagnostic diagnostic JJ work_njzbswnor5hvngpfyf2j222agy 83 13 statements statement NNS work_njzbswnor5hvngpfyf2j222agy 83 14 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 83 15 Dickhous Dickhous NNP work_njzbswnor5hvngpfyf2j222agy 83 16 & & CC work_njzbswnor5hvngpfyf2j222agy 83 17 Heinrich Heinrich NNP work_njzbswnor5hvngpfyf2j222agy 83 18 , , , work_njzbswnor5hvngpfyf2j222agy 83 19 1996 1996 CD work_njzbswnor5hvngpfyf2j222agy 83 20 ; ; : work_njzbswnor5hvngpfyf2j222agy 83 21 Turkoglu Turkoglu NNP work_njzbswnor5hvngpfyf2j222agy 83 22 et et NNP work_njzbswnor5hvngpfyf2j222agy 83 23 al al NNP work_njzbswnor5hvngpfyf2j222agy 83 24 . . NNP work_njzbswnor5hvngpfyf2j222agy 83 25 , , , work_njzbswnor5hvngpfyf2j222agy 83 26 2002 2002 CD work_njzbswnor5hvngpfyf2j222agy 83 27 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 83 28 . . . work_njzbswnor5hvngpfyf2j222agy 84 1 The the DT work_njzbswnor5hvngpfyf2j222agy 84 2 techniques technique NNS work_njzbswnor5hvngpfyf2j222agy 84 3 applied apply VBN work_njzbswnor5hvngpfyf2j222agy 84 4 to to IN work_njzbswnor5hvngpfyf2j222agy 84 5 pattern pattern NN work_njzbswnor5hvngpfyf2j222agy 84 6 recognition recognition NN work_njzbswnor5hvngpfyf2j222agy 84 7 use use VBP work_njzbswnor5hvngpfyf2j222agy 84 8 artificial artificial JJ work_njzbswnor5hvngpfyf2j222agy 84 9 intelligence intelligence NN work_njzbswnor5hvngpfyf2j222agy 84 10 approaches approach NNS work_njzbswnor5hvngpfyf2j222agy 84 11 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 84 12 Bishop Bishop NNP work_njzbswnor5hvngpfyf2j222agy 84 13 , , , work_njzbswnor5hvngpfyf2j222agy 84 14 1996 1996 CD work_njzbswnor5hvngpfyf2j222agy 84 15 ; ; : work_njzbswnor5hvngpfyf2j222agy 84 16 Turkoglu Turkoglu NNP work_njzbswnor5hvngpfyf2j222agy 84 17 et et NNP work_njzbswnor5hvngpfyf2j222agy 84 18 al al NNP work_njzbswnor5hvngpfyf2j222agy 84 19 . . NNP work_njzbswnor5hvngpfyf2j222agy 84 20 , , , work_njzbswnor5hvngpfyf2j222agy 84 21 2002 2002 CD work_njzbswnor5hvngpfyf2j222agy 84 22 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 84 23 . . . work_njzbswnor5hvngpfyf2j222agy 85 1 2.2 2.2 CD work_njzbswnor5hvngpfyf2j222agy 85 2 . . . work_njzbswnor5hvngpfyf2j222agy 86 1 DHS DHS NNP work_njzbswnor5hvngpfyf2j222agy 86 2 signals signal VBZ work_njzbswnor5hvngpfyf2j222agy 86 3 The the DT work_njzbswnor5hvngpfyf2j222agy 86 4 audio audio JJ work_njzbswnor5hvngpfyf2j222agy 86 5 DHS DHS NNP work_njzbswnor5hvngpfyf2j222agy 86 6 can can MD work_njzbswnor5hvngpfyf2j222agy 86 7 be be VB work_njzbswnor5hvngpfyf2j222agy 86 8 obtained obtain VBN work_njzbswnor5hvngpfyf2j222agy 86 9 by by IN work_njzbswnor5hvngpfyf2j222agy 86 10 simply simply RB work_njzbswnor5hvngpfyf2j222agy 86 11 placing place VBG work_njzbswnor5hvngpfyf2j222agy 86 12 the the DT work_njzbswnor5hvngpfyf2j222agy 86 13 Doppler Doppler NNP work_njzbswnor5hvngpfyf2j222agy 86 14 ultrasonic ultrasonic JJ work_njzbswnor5hvngpfyf2j222agy 86 15 flow flow NN work_njzbswnor5hvngpfyf2j222agy 86 16 transducer transducer NN work_njzbswnor5hvngpfyf2j222agy 86 17 over over IN work_njzbswnor5hvngpfyf2j222agy 86 18 the the DT work_njzbswnor5hvngpfyf2j222agy 86 19 chest chest NN work_njzbswnor5hvngpfyf2j222agy 86 20 of of IN work_njzbswnor5hvngpfyf2j222agy 86 21 the the DT work_njzbswnor5hvngpfyf2j222agy 86 22 patient patient NN work_njzbswnor5hvngpfyf2j222agy 86 23 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 86 24 Chan Chan NNP work_njzbswnor5hvngpfyf2j222agy 86 25 et et NNP work_njzbswnor5hvngpfyf2j222agy 86 26 al al NNP work_njzbswnor5hvngpfyf2j222agy 86 27 . . NNP work_njzbswnor5hvngpfyf2j222agy 86 28 , , , work_njzbswnor5hvngpfyf2j222agy 86 29 1997 1997 CD work_njzbswnor5hvngpfyf2j222agy 86 30 ; ; : work_njzbswnor5hvngpfyf2j222agy 86 31 Turkoglu Turkoglu NNP work_njzbswnor5hvngpfyf2j222agy 86 32 et et NNP work_njzbswnor5hvngpfyf2j222agy 86 33 al al NNP work_njzbswnor5hvngpfyf2j222agy 86 34 . . NNP work_njzbswnor5hvngpfyf2j222agy 86 35 , , , work_njzbswnor5hvngpfyf2j222agy 86 36 2002 2002 CD work_njzbswnor5hvngpfyf2j222agy 86 37 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 86 38 . . . work_njzbswnor5hvngpfyf2j222agy 87 1 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 87 2 Fig fig NN work_njzbswnor5hvngpfyf2j222agy 87 3 . . . work_njzbswnor5hvngpfyf2j222agy 88 1 2 2 LS work_njzbswnor5hvngpfyf2j222agy 88 2 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 88 3 shows show VBZ work_njzbswnor5hvngpfyf2j222agy 88 4 a a DT work_njzbswnor5hvngpfyf2j222agy 88 5 DHS DHS NNP work_njzbswnor5hvngpfyf2j222agy 88 6 signal signal NN work_njzbswnor5hvngpfyf2j222agy 88 7 . . . work_njzbswnor5hvngpfyf2j222agy 89 1 The the DT work_njzbswnor5hvngpfyf2j222agy 89 2 DHS DHS NNP work_njzbswnor5hvngpfyf2j222agy 89 3 produced produce VBD work_njzbswnor5hvngpfyf2j222agy 89 4 from from IN work_njzbswnor5hvngpfyf2j222agy 89 5 echoes echo NNS work_njzbswnor5hvngpfyf2j222agy 89 6 backscattered backscatter VBN work_njzbswnor5hvngpfyf2j222agy 89 7 by by IN work_njzbswnor5hvngpfyf2j222agy 89 8 moving move VBG work_njzbswnor5hvngpfyf2j222agy 89 9 blood blood NN work_njzbswnor5hvngpfyf2j222agy 89 10 cells cell NNS work_njzbswnor5hvngpfyf2j222agy 89 11 is be VBZ work_njzbswnor5hvngpfyf2j222agy 89 12 generally generally RB work_njzbswnor5hvngpfyf2j222agy 89 13 in in IN work_njzbswnor5hvngpfyf2j222agy 89 14 the the DT work_njzbswnor5hvngpfyf2j222agy 89 15 range range NN work_njzbswnor5hvngpfyf2j222agy 89 16 of of IN work_njzbswnor5hvngpfyf2j222agy 89 17 0.5–10 0.5–10 CD work_njzbswnor5hvngpfyf2j222agy 89 18 kHz kHz NNS work_njzbswnor5hvngpfyf2j222agy 89 19 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 89 20 Saini Saini NNP work_njzbswnor5hvngpfyf2j222agy 89 21 , , , work_njzbswnor5hvngpfyf2j222agy 89 22 Nanda Nanda NNP work_njzbswnor5hvngpfyf2j222agy 89 23 , , , work_njzbswnor5hvngpfyf2j222agy 89 24 & & CC work_njzbswnor5hvngpfyf2j222agy 89 25 Maulik Maulik NNP work_njzbswnor5hvngpfyf2j222agy 89 26 , , , work_njzbswnor5hvngpfyf2j222agy 89 27 1993 1993 CD work_njzbswnor5hvngpfyf2j222agy 89 28 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 89 29 . . . work_njzbswnor5hvngpfyf2j222agy 90 1 DHS DHS NNP work_njzbswnor5hvngpfyf2j222agy 90 2 signal signal NN work_njzbswnor5hvngpfyf2j222agy 90 3 spectral spectral JJ work_njzbswnor5hvngpfyf2j222agy 90 4 estimation estimation NN work_njzbswnor5hvngpfyf2j222agy 90 5 is be VBZ work_njzbswnor5hvngpfyf2j222agy 90 6 now now RB work_njzbswnor5hvngpfyf2j222agy 90 7 commonly commonly RB work_njzbswnor5hvngpfyf2j222agy 90 8 used use VBN work_njzbswnor5hvngpfyf2j222agy 90 9 to to TO work_njzbswnor5hvngpfyf2j222agy 90 10 evaluate evaluate VB work_njzbswnor5hvngpfyf2j222agy 90 11 blood blood NN work_njzbswnor5hvngpfyf2j222agy 90 12 flow flow NN work_njzbswnor5hvngpfyf2j222agy 90 13 parameters parameter NNS work_njzbswnor5hvngpfyf2j222agy 90 14 in in IN work_njzbswnor5hvngpfyf2j222agy 90 15 order order NN work_njzbswnor5hvngpfyf2j222agy 90 16 to to TO work_njzbswnor5hvngpfyf2j222agy 90 17 diagnose diagnose VB work_njzbswnor5hvngpfyf2j222agy 90 18 cardiovascular cardiovascular JJ work_njzbswnor5hvngpfyf2j222agy 90 19 diseases disease NNS work_njzbswnor5hvngpfyf2j222agy 90 20 . . . work_njzbswnor5hvngpfyf2j222agy 91 1 Spectral spectral JJ work_njzbswnor5hvngpfyf2j222agy 91 2 estimation estimation NN work_njzbswnor5hvngpfyf2j222agy 91 3 methods method NNS work_njzbswnor5hvngpfyf2j222agy 91 4 are be VBP work_njzbswnor5hvngpfyf2j222agy 91 5 particularly particularly RB work_njzbswnor5hvngpfyf2j222agy 91 6 used use VBN work_njzbswnor5hvngpfyf2j222agy 91 7 in in IN work_njzbswnor5hvngpfyf2j222agy 91 8 Doppler Doppler NNP work_njzbswnor5hvngpfyf2j222agy 91 9 ultrasound ultrasound JJ work_njzbswnor5hvngpfyf2j222agy 91 10 cardiovascular cardiovascular JJ work_njzbswnor5hvngpfyf2j222agy 91 11 disease disease NN work_njzbswnor5hvngpfyf2j222agy 91 12 detection detection NN work_njzbswnor5hvngpfyf2j222agy 91 13 . . . work_njzbswnor5hvngpfyf2j222agy 92 1 Clinical clinical JJ work_njzbswnor5hvngpfyf2j222agy 92 2 diag- diag- NN work_njzbswnor5hvngpfyf2j222agy 92 3 nosis nosis NN work_njzbswnor5hvngpfyf2j222agy 92 4 procedures procedure NNS work_njzbswnor5hvngpfyf2j222agy 92 5 generally generally RB work_njzbswnor5hvngpfyf2j222agy 92 6 include include VBP work_njzbswnor5hvngpfyf2j222agy 92 7 analysis analysis NN work_njzbswnor5hvngpfyf2j222agy 92 8 of of IN work_njzbswnor5hvngpfyf2j222agy 92 9 a a DT work_njzbswnor5hvngpfyf2j222agy 92 10 graphical graphical JJ work_njzbswnor5hvngpfyf2j222agy 92 11 display display NN work_njzbswnor5hvngpfyf2j222agy 92 12 and and CC work_njzbswnor5hvngpfyf2j222agy 92 13 parameter parameter NN work_njzbswnor5hvngpfyf2j222agy 92 14 measurements measurement NNS work_njzbswnor5hvngpfyf2j222agy 92 15 , , , work_njzbswnor5hvngpfyf2j222agy 92 16 produced produce VBN work_njzbswnor5hvngpfyf2j222agy 92 17 by by IN work_njzbswnor5hvngpfyf2j222agy 92 18 blood blood NN work_njzbswnor5hvngpfyf2j222agy 92 19 flow flow NN work_njzbswnor5hvngpfyf2j222agy 92 20 spectral spectral JJ work_njzbswnor5hvngpfyf2j222agy 92 21 evaluation evaluation NN work_njzbswnor5hvngpfyf2j222agy 92 22 . . . work_njzbswnor5hvngpfyf2j222agy 93 1 Ultrasonic ultrasonic JJ work_njzbswnor5hvngpfyf2j222agy 93 2 instrumentation instrumentation NN work_njzbswnor5hvngpfyf2j222agy 93 3 typically typically RB work_njzbswnor5hvngpfyf2j222agy 93 4 employs employ VBZ work_njzbswnor5hvngpfyf2j222agy 93 5 Fourier- fourier- CD work_njzbswnor5hvngpfyf2j222agy 93 6 based base VBN work_njzbswnor5hvngpfyf2j222agy 93 7 methods method NNS work_njzbswnor5hvngpfyf2j222agy 93 8 to to TO work_njzbswnor5hvngpfyf2j222agy 93 9 obtain obtain VB work_njzbswnor5hvngpfyf2j222agy 93 10 the the DT work_njzbswnor5hvngpfyf2j222agy 93 11 blood blood NN work_njzbswnor5hvngpfyf2j222agy 93 12 flow flow VB work_njzbswnor5hvngpfyf2j222agy 93 13 spectra spectra NNP work_njzbswnor5hvngpfyf2j222agy 93 14 and and CC work_njzbswnor5hvngpfyf2j222agy 93 15 blood blood NN work_njzbswnor5hvngpfyf2j222agy 93 16 flow flow NN work_njzbswnor5hvngpfyf2j222agy 93 17 measurements measurement NNS work_njzbswnor5hvngpfyf2j222agy 93 18 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 93 19 Madeira Madeira NNP work_njzbswnor5hvngpfyf2j222agy 93 20 , , , work_njzbswnor5hvngpfyf2j222agy 93 21 Tokhi Tokhi NNP work_njzbswnor5hvngpfyf2j222agy 93 22 , , , work_njzbswnor5hvngpfyf2j222agy 93 23 & & CC work_njzbswnor5hvngpfyf2j222agy 93 24 Ruano Ruano NNP work_njzbswnor5hvngpfyf2j222agy 93 25 , , , work_njzbswnor5hvngpfyf2j222agy 93 26 2000 2000 CD work_njzbswnor5hvngpfyf2j222agy 93 27 ; ; : work_njzbswnor5hvngpfyf2j222agy 93 28 Turkoglu Turkoglu NNP work_njzbswnor5hvngpfyf2j222agy 93 29 et et NNP work_njzbswnor5hvngpfyf2j222agy 93 30 al al NNP work_njzbswnor5hvngpfyf2j222agy 93 31 . . NNP work_njzbswnor5hvngpfyf2j222agy 93 32 , , , work_njzbswnor5hvngpfyf2j222agy 93 33 2002 2002 CD work_njzbswnor5hvngpfyf2j222agy 93 34 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 93 35 . . . work_njzbswnor5hvngpfyf2j222agy 94 1 A a DT work_njzbswnor5hvngpfyf2j222agy 94 2 Doppler Doppler NNP work_njzbswnor5hvngpfyf2j222agy 94 3 signal signal NN work_njzbswnor5hvngpfyf2j222agy 94 4 is be VBZ work_njzbswnor5hvngpfyf2j222agy 94 5 not not RB work_njzbswnor5hvngpfyf2j222agy 94 6 a a DT work_njzbswnor5hvngpfyf2j222agy 94 7 simple simple JJ work_njzbswnor5hvngpfyf2j222agy 94 8 signal signal NN work_njzbswnor5hvngpfyf2j222agy 94 9 . . . work_njzbswnor5hvngpfyf2j222agy 95 1 It -PRON- PRP work_njzbswnor5hvngpfyf2j222agy 95 2 includes include VBZ work_njzbswnor5hvngpfyf2j222agy 95 3 random random JJ work_njzbswnor5hvngpfyf2j222agy 95 4 char- char- JJ work_njzbswnor5hvngpfyf2j222agy 95 5 acteristics acteristic NNS work_njzbswnor5hvngpfyf2j222agy 95 6 due due IN work_njzbswnor5hvngpfyf2j222agy 95 7 to to IN work_njzbswnor5hvngpfyf2j222agy 95 8 the the DT work_njzbswnor5hvngpfyf2j222agy 95 9 random random JJ work_njzbswnor5hvngpfyf2j222agy 95 10 phases phase NNS work_njzbswnor5hvngpfyf2j222agy 95 11 of of IN work_njzbswnor5hvngpfyf2j222agy 95 12 scattering scatter VBG work_njzbswnor5hvngpfyf2j222agy 95 13 particles particle NNS work_njzbswnor5hvngpfyf2j222agy 95 14 present present JJ work_njzbswnor5hvngpfyf2j222agy 95 15 in in IN work_njzbswnor5hvngpfyf2j222agy 95 16 the the DT work_njzbswnor5hvngpfyf2j222agy 95 17 sample sample NN work_njzbswnor5hvngpfyf2j222agy 95 18 volume volume NN work_njzbswnor5hvngpfyf2j222agy 95 19 . . . work_njzbswnor5hvngpfyf2j222agy 96 1 Other other JJ work_njzbswnor5hvngpfyf2j222agy 96 2 effects effect NNS work_njzbswnor5hvngpfyf2j222agy 96 3 such such JJ work_njzbswnor5hvngpfyf2j222agy 96 4 as as IN work_njzbswnor5hvngpfyf2j222agy 96 5 geometric geometric JJ work_njzbswnor5hvngpfyf2j222agy 96 6 broadening broadening NN work_njzbswnor5hvngpfyf2j222agy 96 7 feature feature NN work_njzbswnor5hvngpfyf2j222agy 96 8 extraction extraction NN work_njzbswnor5hvngpfyf2j222agy 96 9 / / SYM work_njzbswnor5hvngpfyf2j222agy 96 10 selection selection NN work_njzbswnor5hvngpfyf2j222agy 96 11 classification classification NN work_njzbswnor5hvngpfyf2j222agy 96 12 training training NN work_njzbswnor5hvngpfyf2j222agy 96 13 learning learning NN work_njzbswnor5hvngpfyf2j222agy 96 14 patterns pattern NNS work_njzbswnor5hvngpfyf2j222agy 96 15 classes class NNS work_njzbswnor5hvngpfyf2j222agy 96 16 Fig Fig NNP work_njzbswnor5hvngpfyf2j222agy 96 17 . . . work_njzbswnor5hvngpfyf2j222agy 97 1 1 1 LS work_njzbswnor5hvngpfyf2j222agy 97 2 . . . work_njzbswnor5hvngpfyf2j222agy 98 1 The the DT work_njzbswnor5hvngpfyf2j222agy 98 2 general general JJ work_njzbswnor5hvngpfyf2j222agy 98 3 abstract abstract JJ work_njzbswnor5hvngpfyf2j222agy 98 4 model model NN work_njzbswnor5hvngpfyf2j222agy 98 5 of of IN work_njzbswnor5hvngpfyf2j222agy 98 6 pattern pattern NN work_njzbswnor5hvngpfyf2j222agy 98 7 recognition recognition NN work_njzbswnor5hvngpfyf2j222agy 98 8 approach approach NN work_njzbswnor5hvngpfyf2j222agy 98 9 . . . work_njzbswnor5hvngpfyf2j222agy 99 1 0 0 NFP work_njzbswnor5hvngpfyf2j222agy 99 2 1 1 CD work_njzbswnor5hvngpfyf2j222agy 99 3 2 2 CD work_njzbswnor5hvngpfyf2j222agy 99 4 3 3 CD work_njzbswnor5hvngpfyf2j222agy 99 5 4 4 CD work_njzbswnor5hvngpfyf2j222agy 99 6 5 5 CD work_njzbswnor5hvngpfyf2j222agy 99 7 -1 -1 CD work_njzbswnor5hvngpfyf2j222agy 99 8 -0.5 -0.5 , work_njzbswnor5hvngpfyf2j222agy 99 9 0 0 CD work_njzbswnor5hvngpfyf2j222agy 99 10 0.5 0.5 CD work_njzbswnor5hvngpfyf2j222agy 99 11 1 1 CD work_njzbswnor5hvngpfyf2j222agy 99 12 Time Time NNP work_njzbswnor5hvngpfyf2j222agy 99 13 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 99 14 sec sec NNP work_njzbswnor5hvngpfyf2j222agy 99 15 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 99 16 A A NNP work_njzbswnor5hvngpfyf2j222agy 99 17 m m NN work_njzbswnor5hvngpfyf2j222agy 99 18 pl pl NN work_njzbswnor5hvngpfyf2j222agy 99 19 it -PRON- PRP work_njzbswnor5hvngpfyf2j222agy 99 20 ud ud NNP work_njzbswnor5hvngpfyf2j222agy 99 21 e e NNP work_njzbswnor5hvngpfyf2j222agy 99 22 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 99 23 v v NNP work_njzbswnor5hvngpfyf2j222agy 99 24 ol old NNP work_njzbswnor5hvngpfyf2j222agy 99 25 t t NNP work_njzbswnor5hvngpfyf2j222agy 99 26 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 99 27 Fig fig NN work_njzbswnor5hvngpfyf2j222agy 99 28 . . . work_njzbswnor5hvngpfyf2j222agy 100 1 2 2 LS work_njzbswnor5hvngpfyf2j222agy 100 2 . . . work_njzbswnor5hvngpfyf2j222agy 101 1 The the DT work_njzbswnor5hvngpfyf2j222agy 101 2 waveform waveform NN work_njzbswnor5hvngpfyf2j222agy 101 3 pattern pattern NN work_njzbswnor5hvngpfyf2j222agy 101 4 of of IN work_njzbswnor5hvngpfyf2j222agy 101 5 the the DT work_njzbswnor5hvngpfyf2j222agy 101 6 Doppler Doppler NNP work_njzbswnor5hvngpfyf2j222agy 101 7 heart heart NN work_njzbswnor5hvngpfyf2j222agy 101 8 sound sound NN work_njzbswnor5hvngpfyf2j222agy 101 9 . . . work_njzbswnor5hvngpfyf2j222agy 102 1 D. D. NNP work_njzbswnor5hvngpfyf2j222agy 102 2 Hanbay Hanbay NNP work_njzbswnor5hvngpfyf2j222agy 102 3 / / SYM work_njzbswnor5hvngpfyf2j222agy 102 4 Expert Expert NNP work_njzbswnor5hvngpfyf2j222agy 102 5 Systems Systems NNPS work_njzbswnor5hvngpfyf2j222agy 102 6 with with IN work_njzbswnor5hvngpfyf2j222agy 102 7 Applications Applications NNPS work_njzbswnor5hvngpfyf2j222agy 102 8 36 36 CD work_njzbswnor5hvngpfyf2j222agy 102 9 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 102 10 2009 2009 CD work_njzbswnor5hvngpfyf2j222agy 102 11 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 102 12 4232–4238 4232–4238 CD work_njzbswnor5hvngpfyf2j222agy 102 13 4233 4233 CD work_njzbswnor5hvngpfyf2j222agy 102 14 Author author NN work_njzbswnor5hvngpfyf2j222agy 102 15 's 's POS work_njzbswnor5hvngpfyf2j222agy 102 16 personal personal JJ work_njzbswnor5hvngpfyf2j222agy 102 17 copy copy NN work_njzbswnor5hvngpfyf2j222agy 102 18 and and CC work_njzbswnor5hvngpfyf2j222agy 102 19 spatially spatially RB work_njzbswnor5hvngpfyf2j222agy 102 20 varying varying NN work_njzbswnor5hvngpfyf2j222agy 102 21 velocity velocity NN work_njzbswnor5hvngpfyf2j222agy 102 22 also also RB work_njzbswnor5hvngpfyf2j222agy 102 23 affect affect VBP work_njzbswnor5hvngpfyf2j222agy 102 24 the the DT work_njzbswnor5hvngpfyf2j222agy 102 25 signal signal NN work_njzbswnor5hvngpfyf2j222agy 102 26 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 102 27 Turkoglu Turkoglu NNP work_njzbswnor5hvngpfyf2j222agy 102 28 et et FW work_njzbswnor5hvngpfyf2j222agy 102 29 al al NNP work_njzbswnor5hvngpfyf2j222agy 102 30 . . NNP work_njzbswnor5hvngpfyf2j222agy 102 31 , , , work_njzbswnor5hvngpfyf2j222agy 102 32 2002 2002 CD work_njzbswnor5hvngpfyf2j222agy 102 33 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 102 34 . . . work_njzbswnor5hvngpfyf2j222agy 103 1 The the DT work_njzbswnor5hvngpfyf2j222agy 103 2 following follow VBG work_njzbswnor5hvngpfyf2j222agy 103 3 is be VBZ work_njzbswnor5hvngpfyf2j222agy 103 4 the the DT work_njzbswnor5hvngpfyf2j222agy 103 5 Doppler Doppler NNP work_njzbswnor5hvngpfyf2j222agy 103 6 equation equation NN work_njzbswnor5hvngpfyf2j222agy 103 7 : : : work_njzbswnor5hvngpfyf2j222agy 103 8 Df Df NNP work_njzbswnor5hvngpfyf2j222agy 103 9 ¼ ¼ NNP work_njzbswnor5hvngpfyf2j222agy 103 10 2vf 2vf NNP work_njzbswnor5hvngpfyf2j222agy 103 11 cos cos NNP work_njzbswnor5hvngpfyf2j222agy 103 12 h h NNP work_njzbswnor5hvngpfyf2j222agy 103 13 c c NNP work_njzbswnor5hvngpfyf2j222agy 103 14 ð1Þ ð1Þ VBZ work_njzbswnor5hvngpfyf2j222agy 103 15 where where WRB work_njzbswnor5hvngpfyf2j222agy 103 16 v v NN work_njzbswnor5hvngpfyf2j222agy 103 17 equals equal VBZ work_njzbswnor5hvngpfyf2j222agy 103 18 the the DT work_njzbswnor5hvngpfyf2j222agy 103 19 velocity velocity NN work_njzbswnor5hvngpfyf2j222agy 103 20 of of IN work_njzbswnor5hvngpfyf2j222agy 103 21 the the DT work_njzbswnor5hvngpfyf2j222agy 103 22 blood blood NN work_njzbswnor5hvngpfyf2j222agy 103 23 flow flow NN work_njzbswnor5hvngpfyf2j222agy 103 24 , , , work_njzbswnor5hvngpfyf2j222agy 103 25 f f NNP work_njzbswnor5hvngpfyf2j222agy 103 26 equals equal VBZ work_njzbswnor5hvngpfyf2j222agy 103 27 the the DT work_njzbswnor5hvngpfyf2j222agy 103 28 frequency frequency NN work_njzbswnor5hvngpfyf2j222agy 103 29 of of IN work_njzbswnor5hvngpfyf2j222agy 103 30 the the DT work_njzbswnor5hvngpfyf2j222agy 103 31 emitted emitted JJ work_njzbswnor5hvngpfyf2j222agy 103 32 ultrasonic ultrasonic JJ work_njzbswnor5hvngpfyf2j222agy 103 33 signal signal NN work_njzbswnor5hvngpfyf2j222agy 103 34 , , , work_njzbswnor5hvngpfyf2j222agy 103 35 c c NNP work_njzbswnor5hvngpfyf2j222agy 103 36 equals equal VBZ work_njzbswnor5hvngpfyf2j222agy 103 37 the the DT work_njzbswnor5hvngpfyf2j222agy 103 38 velocity velocity NN work_njzbswnor5hvngpfyf2j222agy 103 39 of of IN work_njzbswnor5hvngpfyf2j222agy 103 40 sound sound NN work_njzbswnor5hvngpfyf2j222agy 103 41 in in IN work_njzbswnor5hvngpfyf2j222agy 103 42 tis- tis- DT work_njzbswnor5hvngpfyf2j222agy 103 43 sue sue NN work_njzbswnor5hvngpfyf2j222agy 103 44 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 103 45 approximately approximately RB work_njzbswnor5hvngpfyf2j222agy 103 46 1540 1540 CD work_njzbswnor5hvngpfyf2j222agy 103 47 m m NNP work_njzbswnor5hvngpfyf2j222agy 103 48 / / SYM work_njzbswnor5hvngpfyf2j222agy 103 49 s s NNP work_njzbswnor5hvngpfyf2j222agy 103 50 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 103 51 , , , work_njzbswnor5hvngpfyf2j222agy 103 52 Df Df NNP work_njzbswnor5hvngpfyf2j222agy 103 53 equals equal VBZ work_njzbswnor5hvngpfyf2j222agy 103 54 the the DT work_njzbswnor5hvngpfyf2j222agy 103 55 measured measured JJ work_njzbswnor5hvngpfyf2j222agy 103 56 Doppler Doppler NNP work_njzbswnor5hvngpfyf2j222agy 103 57 fre- fre- NN work_njzbswnor5hvngpfyf2j222agy 103 58 quency quency NN work_njzbswnor5hvngpfyf2j222agy 103 59 shift shift NN work_njzbswnor5hvngpfyf2j222agy 103 60 , , , work_njzbswnor5hvngpfyf2j222agy 103 61 and and CC work_njzbswnor5hvngpfyf2j222agy 103 62 h h NNP work_njzbswnor5hvngpfyf2j222agy 103 63 equals equal VBZ work_njzbswnor5hvngpfyf2j222agy 103 64 the the DT work_njzbswnor5hvngpfyf2j222agy 103 65 angle angle NN work_njzbswnor5hvngpfyf2j222agy 103 66 of of IN work_njzbswnor5hvngpfyf2j222agy 103 67 incidence incidence NN work_njzbswnor5hvngpfyf2j222agy 103 68 between between IN work_njzbswnor5hvngpfyf2j222agy 103 69 the the DT work_njzbswnor5hvngpfyf2j222agy 103 70 direction direction NN work_njzbswnor5hvngpfyf2j222agy 103 71 of of IN work_njzbswnor5hvngpfyf2j222agy 103 72 blood blood NN work_njzbswnor5hvngpfyf2j222agy 103 73 flow flow NN work_njzbswnor5hvngpfyf2j222agy 103 74 and and CC work_njzbswnor5hvngpfyf2j222agy 103 75 the the DT work_njzbswnor5hvngpfyf2j222agy 103 76 direction direction NN work_njzbswnor5hvngpfyf2j222agy 103 77 of of IN work_njzbswnor5hvngpfyf2j222agy 103 78 the the DT work_njzbswnor5hvngpfyf2j222agy 103 79 emitted emitted JJ work_njzbswnor5hvngpfyf2j222agy 103 80 ultrasonic ultrasonic JJ work_njzbswnor5hvngpfyf2j222agy 103 81 beam beam NN work_njzbswnor5hvngpfyf2j222agy 103 82 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 103 83 Saini Saini NNP work_njzbswnor5hvngpfyf2j222agy 103 84 et et FW work_njzbswnor5hvngpfyf2j222agy 103 85 al al NNP work_njzbswnor5hvngpfyf2j222agy 103 86 . . NNP work_njzbswnor5hvngpfyf2j222agy 103 87 , , , work_njzbswnor5hvngpfyf2j222agy 103 88 1993 1993 CD work_njzbswnor5hvngpfyf2j222agy 103 89 ; ; : work_njzbswnor5hvngpfyf2j222agy 103 90 Turkoglu Turkoglu NNP work_njzbswnor5hvngpfyf2j222agy 103 91 et et NNP work_njzbswnor5hvngpfyf2j222agy 103 92 al al NNP work_njzbswnor5hvngpfyf2j222agy 103 93 . . NNP work_njzbswnor5hvngpfyf2j222agy 103 94 , , , work_njzbswnor5hvngpfyf2j222agy 103 95 2002 2002 CD work_njzbswnor5hvngpfyf2j222agy 103 96 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 103 97 . . . work_njzbswnor5hvngpfyf2j222agy 104 1 2.3 2.3 LS work_njzbswnor5hvngpfyf2j222agy 104 2 . . . work_njzbswnor5hvngpfyf2j222agy 105 1 Wavelet wavelet JJ work_njzbswnor5hvngpfyf2j222agy 105 2 packet packet NN work_njzbswnor5hvngpfyf2j222agy 105 3 decomposition decomposition NN work_njzbswnor5hvngpfyf2j222agy 105 4 Wavelet Wavelet NNP work_njzbswnor5hvngpfyf2j222agy 105 5 transforms transform NNS work_njzbswnor5hvngpfyf2j222agy 105 6 are be VBP work_njzbswnor5hvngpfyf2j222agy 105 7 finding find VBG work_njzbswnor5hvngpfyf2j222agy 105 8 inversed inverse VBN work_njzbswnor5hvngpfyf2j222agy 105 9 use use NN work_njzbswnor5hvngpfyf2j222agy 105 10 in in IN work_njzbswnor5hvngpfyf2j222agy 105 11 fields field NNS work_njzbswnor5hvngpfyf2j222agy 105 12 as as RB work_njzbswnor5hvngpfyf2j222agy 105 13 diverse diverse JJ work_njzbswnor5hvngpfyf2j222agy 105 14 as as IN work_njzbswnor5hvngpfyf2j222agy 105 15 telecommunications telecommunications NN work_njzbswnor5hvngpfyf2j222agy 105 16 and and CC work_njzbswnor5hvngpfyf2j222agy 105 17 biology biology NN work_njzbswnor5hvngpfyf2j222agy 105 18 . . . work_njzbswnor5hvngpfyf2j222agy 106 1 Because because IN work_njzbswnor5hvngpfyf2j222agy 106 2 of of IN work_njzbswnor5hvngpfyf2j222agy 106 3 their -PRON- PRP$ work_njzbswnor5hvngpfyf2j222agy 106 4 suitability suitability NN work_njzbswnor5hvngpfyf2j222agy 106 5 for for IN work_njzbswnor5hvngpfyf2j222agy 106 6 analyzing analyze VBG work_njzbswnor5hvngpfyf2j222agy 106 7 non non JJ work_njzbswnor5hvngpfyf2j222agy 106 8 - - JJ work_njzbswnor5hvngpfyf2j222agy 106 9 stationary stationary JJ work_njzbswnor5hvngpfyf2j222agy 106 10 signals signal NNS work_njzbswnor5hvngpfyf2j222agy 106 11 , , , work_njzbswnor5hvngpfyf2j222agy 106 12 they -PRON- PRP work_njzbswnor5hvngpfyf2j222agy 106 13 have have VBP work_njzbswnor5hvngpfyf2j222agy 106 14 become become VBN work_njzbswnor5hvngpfyf2j222agy 106 15 a a DT work_njzbswnor5hvngpfyf2j222agy 106 16 powerful powerful JJ work_njzbswnor5hvngpfyf2j222agy 106 17 alternative alternative NN work_njzbswnor5hvngpfyf2j222agy 106 18 to to IN work_njzbswnor5hvngpfyf2j222agy 106 19 Fourier Fourier NNP work_njzbswnor5hvngpfyf2j222agy 106 20 methods method NNS work_njzbswnor5hvngpfyf2j222agy 106 21 in in IN work_njzbswnor5hvngpfyf2j222agy 106 22 many many JJ work_njzbswnor5hvngpfyf2j222agy 106 23 applications application NNS work_njzbswnor5hvngpfyf2j222agy 106 24 , , , work_njzbswnor5hvngpfyf2j222agy 106 25 where where WRB work_njzbswnor5hvngpfyf2j222agy 106 26 such such JJ work_njzbswnor5hvngpfyf2j222agy 106 27 signals signal NNS work_njzbswnor5hvngpfyf2j222agy 106 28 abound abound VBP work_njzbswnor5hvngpfyf2j222agy 106 29 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 106 30 Akay Akay NNP work_njzbswnor5hvngpfyf2j222agy 106 31 , , , work_njzbswnor5hvngpfyf2j222agy 106 32 1997 1997 CD work_njzbswnor5hvngpfyf2j222agy 106 33 ; ; : work_njzbswnor5hvngpfyf2j222agy 106 34 Burrus Burrus NNP work_njzbswnor5hvngpfyf2j222agy 106 35 , , , work_njzbswnor5hvngpfyf2j222agy 106 36 Gopinath Gopinath NNP work_njzbswnor5hvngpfyf2j222agy 106 37 , , , work_njzbswnor5hvngpfyf2j222agy 106 38 & & CC work_njzbswnor5hvngpfyf2j222agy 106 39 Guo Guo NNP work_njzbswnor5hvngpfyf2j222agy 106 40 , , , work_njzbswnor5hvngpfyf2j222agy 106 41 1998 1998 CD work_njzbswnor5hvngpfyf2j222agy 106 42 ; ; : work_njzbswnor5hvngpfyf2j222agy 106 43 Coif- Coif- NNP work_njzbswnor5hvngpfyf2j222agy 106 44 man man NNP work_njzbswnor5hvngpfyf2j222agy 106 45 & & CC work_njzbswnor5hvngpfyf2j222agy 106 46 Wickerhauser Wickerhauser NNP work_njzbswnor5hvngpfyf2j222agy 106 47 , , , work_njzbswnor5hvngpfyf2j222agy 106 48 1992 1992 CD work_njzbswnor5hvngpfyf2j222agy 106 49 ; ; : work_njzbswnor5hvngpfyf2j222agy 106 50 Devasahayam Devasahayam NNP work_njzbswnor5hvngpfyf2j222agy 106 51 , , , work_njzbswnor5hvngpfyf2j222agy 106 52 2000 2000 CD work_njzbswnor5hvngpfyf2j222agy 106 53 ; ; : work_njzbswnor5hvngpfyf2j222agy 106 54 Karabetsos Karabetsos NNP work_njzbswnor5hvngpfyf2j222agy 106 55 , , , work_njzbswnor5hvngpfyf2j222agy 106 56 Papaodysseus Papaodysseus NNP work_njzbswnor5hvngpfyf2j222agy 106 57 , , , work_njzbswnor5hvngpfyf2j222agy 106 58 & & CC work_njzbswnor5hvngpfyf2j222agy 106 59 Koutsouris Koutsouris NNP work_njzbswnor5hvngpfyf2j222agy 106 60 , , , work_njzbswnor5hvngpfyf2j222agy 106 61 1998 1998 CD work_njzbswnor5hvngpfyf2j222agy 106 62 ; ; : work_njzbswnor5hvngpfyf2j222agy 106 63 Liang Liang NNP work_njzbswnor5hvngpfyf2j222agy 106 64 & & CC work_njzbswnor5hvngpfyf2j222agy 106 65 Nartimo Nartimo NNP work_njzbswnor5hvngpfyf2j222agy 106 66 , , , work_njzbswnor5hvngpfyf2j222agy 106 67 1998 1998 CD work_njzbswnor5hvngpfyf2j222agy 106 68 ; ; : work_njzbswnor5hvngpfyf2j222agy 106 69 Quirog- Quirog- NNP work_njzbswnor5hvngpfyf2j222agy 106 70 a a DT work_njzbswnor5hvngpfyf2j222agy 106 71 , , , work_njzbswnor5hvngpfyf2j222agy 106 72 1998 1998 CD work_njzbswnor5hvngpfyf2j222agy 106 73 ; ; : work_njzbswnor5hvngpfyf2j222agy 106 74 Quiroga Quiroga NNP work_njzbswnor5hvngpfyf2j222agy 106 75 , , , work_njzbswnor5hvngpfyf2j222agy 106 76 Roso Roso NNP work_njzbswnor5hvngpfyf2j222agy 106 77 , , , work_njzbswnor5hvngpfyf2j222agy 106 78 & & CC work_njzbswnor5hvngpfyf2j222agy 106 79 Basar Basar NNP work_njzbswnor5hvngpfyf2j222agy 106 80 , , , work_njzbswnor5hvngpfyf2j222agy 106 81 1999 1999 CD work_njzbswnor5hvngpfyf2j222agy 106 82 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 106 83 . . . work_njzbswnor5hvngpfyf2j222agy 107 1 The the DT work_njzbswnor5hvngpfyf2j222agy 107 2 main main JJ work_njzbswnor5hvngpfyf2j222agy 107 3 advantage advantage NN work_njzbswnor5hvngpfyf2j222agy 107 4 of of IN work_njzbswnor5hvngpfyf2j222agy 107 5 wavelets wavelet NNS work_njzbswnor5hvngpfyf2j222agy 107 6 is be VBZ work_njzbswnor5hvngpfyf2j222agy 107 7 that that IN work_njzbswnor5hvngpfyf2j222agy 107 8 they -PRON- PRP work_njzbswnor5hvngpfyf2j222agy 107 9 have have VBP work_njzbswnor5hvngpfyf2j222agy 107 10 a a DT work_njzbswnor5hvngpfyf2j222agy 107 11 varying vary VBG work_njzbswnor5hvngpfyf2j222agy 107 12 win- win- NN work_njzbswnor5hvngpfyf2j222agy 107 13 dow dow NNP work_njzbswnor5hvngpfyf2j222agy 107 14 size size NN work_njzbswnor5hvngpfyf2j222agy 107 15 , , , work_njzbswnor5hvngpfyf2j222agy 107 16 being be VBG work_njzbswnor5hvngpfyf2j222agy 107 17 wide wide JJ work_njzbswnor5hvngpfyf2j222agy 107 18 for for IN work_njzbswnor5hvngpfyf2j222agy 107 19 slow slow JJ work_njzbswnor5hvngpfyf2j222agy 107 20 frequencies frequency NNS work_njzbswnor5hvngpfyf2j222agy 107 21 and and CC work_njzbswnor5hvngpfyf2j222agy 107 22 narrow narrow JJ work_njzbswnor5hvngpfyf2j222agy 107 23 for for IN work_njzbswnor5hvngpfyf2j222agy 107 24 the the DT work_njzbswnor5hvngpfyf2j222agy 107 25 fast fast JJ work_njzbswnor5hvngpfyf2j222agy 107 26 ones one NNS work_njzbswnor5hvngpfyf2j222agy 107 27 , , , work_njzbswnor5hvngpfyf2j222agy 107 28 thus thus RB work_njzbswnor5hvngpfyf2j222agy 107 29 leading lead VBG work_njzbswnor5hvngpfyf2j222agy 107 30 to to IN work_njzbswnor5hvngpfyf2j222agy 107 31 an an DT work_njzbswnor5hvngpfyf2j222agy 107 32 optimal optimal JJ work_njzbswnor5hvngpfyf2j222agy 107 33 time time NN work_njzbswnor5hvngpfyf2j222agy 107 34 - - HYPH work_njzbswnor5hvngpfyf2j222agy 107 35 frequency frequency NN work_njzbswnor5hvngpfyf2j222agy 107 36 resolution resolution NN work_njzbswnor5hvngpfyf2j222agy 107 37 in in IN work_njzbswnor5hvngpfyf2j222agy 107 38 all all PDT work_njzbswnor5hvngpfyf2j222agy 107 39 the the DT work_njzbswnor5hvngpfyf2j222agy 107 40 frequency frequency NN work_njzbswnor5hvngpfyf2j222agy 107 41 ranges range VBZ work_njzbswnor5hvngpfyf2j222agy 107 42 . . . work_njzbswnor5hvngpfyf2j222agy 108 1 Furthermore furthermore RB work_njzbswnor5hvngpfyf2j222agy 108 2 , , , work_njzbswnor5hvngpfyf2j222agy 108 3 owing owe VBG work_njzbswnor5hvngpfyf2j222agy 108 4 to to IN work_njzbswnor5hvngpfyf2j222agy 108 5 the the DT work_njzbswnor5hvngpfyf2j222agy 108 6 fact fact NN work_njzbswnor5hvngpfyf2j222agy 108 7 that that IN work_njzbswnor5hvngpfyf2j222agy 108 8 windows window NNS work_njzbswnor5hvngpfyf2j222agy 108 9 are be VBP work_njzbswnor5hvngpfyf2j222agy 108 10 adapted adapt VBN work_njzbswnor5hvngpfyf2j222agy 108 11 to to IN work_njzbswnor5hvngpfyf2j222agy 108 12 the the DT work_njzbswnor5hvngpfyf2j222agy 108 13 transients transient NNS work_njzbswnor5hvngpfyf2j222agy 108 14 of of IN work_njzbswnor5hvngpfyf2j222agy 108 15 each each DT work_njzbswnor5hvngpfyf2j222agy 108 16 scale scale NN work_njzbswnor5hvngpfyf2j222agy 108 17 , , , work_njzbswnor5hvngpfyf2j222agy 108 18 wavelets wavelet VBZ work_njzbswnor5hvngpfyf2j222agy 108 19 lack lack VBP work_njzbswnor5hvngpfyf2j222agy 108 20 the the DT work_njzbswnor5hvngpfyf2j222agy 108 21 requirement requirement NN work_njzbswnor5hvngpfyf2j222agy 108 22 for for IN work_njzbswnor5hvngpfyf2j222agy 108 23 stationary stationary JJ work_njzbswnor5hvngpfyf2j222agy 108 24 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 108 25 Quiroga Quiroga NNP work_njzbswnor5hvngpfyf2j222agy 108 26 , , , work_njzbswnor5hvngpfyf2j222agy 108 27 1998 1998 CD work_njzbswnor5hvngpfyf2j222agy 108 28 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 108 29 . . . work_njzbswnor5hvngpfyf2j222agy 109 1 Wavelet wavelet NN work_njzbswnor5hvngpfyf2j222agy 109 2 decomposi- decomposi- NN work_njzbswnor5hvngpfyf2j222agy 109 3 tion tion NN work_njzbswnor5hvngpfyf2j222agy 109 4 uses use VBZ work_njzbswnor5hvngpfyf2j222agy 109 5 the the DT work_njzbswnor5hvngpfyf2j222agy 109 6 fact fact NN work_njzbswnor5hvngpfyf2j222agy 109 7 that that IN work_njzbswnor5hvngpfyf2j222agy 109 8 it -PRON- PRP work_njzbswnor5hvngpfyf2j222agy 109 9 is be VBZ work_njzbswnor5hvngpfyf2j222agy 109 10 possible possible JJ work_njzbswnor5hvngpfyf2j222agy 109 11 to to TO work_njzbswnor5hvngpfyf2j222agy 109 12 resolve resolve VB work_njzbswnor5hvngpfyf2j222agy 109 13 high high JJ work_njzbswnor5hvngpfyf2j222agy 109 14 - - HYPH work_njzbswnor5hvngpfyf2j222agy 109 15 frequency frequency NN work_njzbswnor5hvngpfyf2j222agy 109 16 com- com- NN work_njzbswnor5hvngpfyf2j222agy 109 17 ponents ponent NNS work_njzbswnor5hvngpfyf2j222agy 109 18 within within IN work_njzbswnor5hvngpfyf2j222agy 109 19 a a DT work_njzbswnor5hvngpfyf2j222agy 109 20 small small JJ work_njzbswnor5hvngpfyf2j222agy 109 21 time time NN work_njzbswnor5hvngpfyf2j222agy 109 22 window window NN work_njzbswnor5hvngpfyf2j222agy 109 23 , , , work_njzbswnor5hvngpfyf2j222agy 109 24 while while IN work_njzbswnor5hvngpfyf2j222agy 109 25 only only RB work_njzbswnor5hvngpfyf2j222agy 109 26 low low JJ work_njzbswnor5hvngpfyf2j222agy 109 27 - - HYPH work_njzbswnor5hvngpfyf2j222agy 109 28 frequency frequency NN work_njzbswnor5hvngpfyf2j222agy 109 29 components component NNS work_njzbswnor5hvngpfyf2j222agy 109 30 need need VBP work_njzbswnor5hvngpfyf2j222agy 109 31 large large JJ work_njzbswnor5hvngpfyf2j222agy 109 32 time time NN work_njzbswnor5hvngpfyf2j222agy 109 33 windows window NNS work_njzbswnor5hvngpfyf2j222agy 109 34 . . . work_njzbswnor5hvngpfyf2j222agy 110 1 This this DT work_njzbswnor5hvngpfyf2j222agy 110 2 is be VBZ work_njzbswnor5hvngpfyf2j222agy 110 3 because because IN work_njzbswnor5hvngpfyf2j222agy 110 4 a a DT work_njzbswnor5hvngpfyf2j222agy 110 5 low low JJ work_njzbswnor5hvngpfyf2j222agy 110 6 - - HYPH work_njzbswnor5hvngpfyf2j222agy 110 7 fre- fre- NN work_njzbswnor5hvngpfyf2j222agy 110 8 quency quency NN work_njzbswnor5hvngpfyf2j222agy 110 9 component component NN work_njzbswnor5hvngpfyf2j222agy 110 10 completes complete VBZ work_njzbswnor5hvngpfyf2j222agy 110 11 a a DT work_njzbswnor5hvngpfyf2j222agy 110 12 cycle cycle NN work_njzbswnor5hvngpfyf2j222agy 110 13 in in IN work_njzbswnor5hvngpfyf2j222agy 110 14 a a DT work_njzbswnor5hvngpfyf2j222agy 110 15 large large JJ work_njzbswnor5hvngpfyf2j222agy 110 16 time time NN work_njzbswnor5hvngpfyf2j222agy 110 17 interval interval NN work_njzbswnor5hvngpfyf2j222agy 110 18 , , , work_njzbswnor5hvngpfyf2j222agy 110 19 whereas whereas IN work_njzbswnor5hvngpfyf2j222agy 110 20 a a DT work_njzbswnor5hvngpfyf2j222agy 110 21 high high JJ work_njzbswnor5hvngpfyf2j222agy 110 22 - - HYPH work_njzbswnor5hvngpfyf2j222agy 110 23 frequency frequency NN work_njzbswnor5hvngpfyf2j222agy 110 24 component component NN work_njzbswnor5hvngpfyf2j222agy 110 25 completes complete VBZ work_njzbswnor5hvngpfyf2j222agy 110 26 a a DT work_njzbswnor5hvngpfyf2j222agy 110 27 cycle cycle NN work_njzbswnor5hvngpfyf2j222agy 110 28 in in IN work_njzbswnor5hvngpfyf2j222agy 110 29 a a DT work_njzbswnor5hvngpfyf2j222agy 110 30 much much RB work_njzbswnor5hvngpfyf2j222agy 110 31 shorter short JJR work_njzbswnor5hvngpfyf2j222agy 110 32 interval interval NN work_njzbswnor5hvngpfyf2j222agy 110 33 . . . work_njzbswnor5hvngpfyf2j222agy 111 1 Therefore therefore RB work_njzbswnor5hvngpfyf2j222agy 111 2 , , , work_njzbswnor5hvngpfyf2j222agy 111 3 slow slow JJ work_njzbswnor5hvngpfyf2j222agy 111 4 varying varying NN work_njzbswnor5hvngpfyf2j222agy 111 5 components component NNS work_njzbswnor5hvngpfyf2j222agy 111 6 can can MD work_njzbswnor5hvngpfyf2j222agy 111 7 only only RB work_njzbswnor5hvngpfyf2j222agy 111 8 be be VB work_njzbswnor5hvngpfyf2j222agy 111 9 identified identify VBN work_njzbswnor5hvngpfyf2j222agy 111 10 over over IN work_njzbswnor5hvngpfyf2j222agy 111 11 long long JJ work_njzbswnor5hvngpfyf2j222agy 111 12 time time NN work_njzbswnor5hvngpfyf2j222agy 111 13 intervals interval NNS work_njzbswnor5hvngpfyf2j222agy 111 14 but but CC work_njzbswnor5hvngpfyf2j222agy 111 15 fast fast JJ work_njzbswnor5hvngpfyf2j222agy 111 16 varying varying NN work_njzbswnor5hvngpfyf2j222agy 111 17 components component NNS work_njzbswnor5hvngpfyf2j222agy 111 18 can can MD work_njzbswnor5hvngpfyf2j222agy 111 19 be be VB work_njzbswnor5hvngpfyf2j222agy 111 20 identified identify VBN work_njzbswnor5hvngpfyf2j222agy 111 21 over over IN work_njzbswnor5hvngpfyf2j222agy 111 22 short short JJ work_njzbswnor5hvngpfyf2j222agy 111 23 time time NN work_njzbswnor5hvngpfyf2j222agy 111 24 intervals interval NNS work_njzbswnor5hvngpfyf2j222agy 111 25 . . . work_njzbswnor5hvngpfyf2j222agy 112 1 Wavelet wavelet JJ work_njzbswnor5hvngpfyf2j222agy 112 2 decomposition decomposition NN work_njzbswnor5hvngpfyf2j222agy 112 3 can can MD work_njzbswnor5hvngpfyf2j222agy 112 4 be be VB work_njzbswnor5hvngpfyf2j222agy 112 5 regarded regard VBN work_njzbswnor5hvngpfyf2j222agy 112 6 as as IN work_njzbswnor5hvngpfyf2j222agy 112 7 a a DT work_njzbswnor5hvngpfyf2j222agy 112 8 continuous continuous JJ work_njzbswnor5hvngpfyf2j222agy 112 9 time time NN work_njzbswnor5hvngpfyf2j222agy 112 10 wavelet wavelet NN work_njzbswnor5hvngpfyf2j222agy 112 11 decomposition decomposition NN work_njzbswnor5hvngpfyf2j222agy 112 12 sam- sam- RB work_njzbswnor5hvngpfyf2j222agy 112 13 pled plead VBD work_njzbswnor5hvngpfyf2j222agy 112 14 at at IN work_njzbswnor5hvngpfyf2j222agy 112 15 different different JJ work_njzbswnor5hvngpfyf2j222agy 112 16 frequencies frequency NNS work_njzbswnor5hvngpfyf2j222agy 112 17 at at IN work_njzbswnor5hvngpfyf2j222agy 112 18 every every DT work_njzbswnor5hvngpfyf2j222agy 112 19 level level NN work_njzbswnor5hvngpfyf2j222agy 112 20 or or CC work_njzbswnor5hvngpfyf2j222agy 112 21 scale scale NN work_njzbswnor5hvngpfyf2j222agy 112 22 . . . work_njzbswnor5hvngpfyf2j222agy 113 1 The the DT work_njzbswnor5hvngpfyf2j222agy 113 2 wavelet wavelet NN work_njzbswnor5hvngpfyf2j222agy 113 3 decomposition decomposition NN work_njzbswnor5hvngpfyf2j222agy 113 4 functions function NNS work_njzbswnor5hvngpfyf2j222agy 113 5 at at IN work_njzbswnor5hvngpfyf2j222agy 113 6 level level NN work_njzbswnor5hvngpfyf2j222agy 113 7 m m NN work_njzbswnor5hvngpfyf2j222agy 113 8 and and CC work_njzbswnor5hvngpfyf2j222agy 113 9 time time NN work_njzbswnor5hvngpfyf2j222agy 113 10 location location NN work_njzbswnor5hvngpfyf2j222agy 113 11 tm tm NN work_njzbswnor5hvngpfyf2j222agy 113 12 can can MD work_njzbswnor5hvngpfyf2j222agy 113 13 be be VB work_njzbswnor5hvngpfyf2j222agy 113 14 ex- ex- RB work_njzbswnor5hvngpfyf2j222agy 113 15 pressed press VBN work_njzbswnor5hvngpfyf2j222agy 113 16 as as IN work_njzbswnor5hvngpfyf2j222agy 113 17 the the DT work_njzbswnor5hvngpfyf2j222agy 113 18 following following JJ work_njzbswnor5hvngpfyf2j222agy 113 19 equation equation NN work_njzbswnor5hvngpfyf2j222agy 113 20 : : : work_njzbswnor5hvngpfyf2j222agy 113 21 dmðtmÞ¼ dmðtmþ¼ JJ work_njzbswnor5hvngpfyf2j222agy 113 22 xðtÞ xðtÞ NNS work_njzbswnor5hvngpfyf2j222agy 113 23 � � NNS work_njzbswnor5hvngpfyf2j222agy 113 24 Wm Wm NNP work_njzbswnor5hvngpfyf2j222agy 113 25 t t NNP work_njzbswnor5hvngpfyf2j222agy 113 26 � � NNP work_njzbswnor5hvngpfyf2j222agy 113 27 tm tm NN work_njzbswnor5hvngpfyf2j222agy 113 28 2 2 CD work_njzbswnor5hvngpfyf2j222agy 113 29 m m NNP work_njzbswnor5hvngpfyf2j222agy 113 30 � � NNP work_njzbswnor5hvngpfyf2j222agy 113 31 � � NNP work_njzbswnor5hvngpfyf2j222agy 113 32 ð2Þ ð2þ JJ work_njzbswnor5hvngpfyf2j222agy 113 33 where where WRB work_njzbswnor5hvngpfyf2j222agy 113 34 Wm Wm NNP work_njzbswnor5hvngpfyf2j222agy 113 35 is be VBZ work_njzbswnor5hvngpfyf2j222agy 113 36 the the DT work_njzbswnor5hvngpfyf2j222agy 113 37 decomposition decomposition NN work_njzbswnor5hvngpfyf2j222agy 113 38 filter filter NN work_njzbswnor5hvngpfyf2j222agy 113 39 at at IN work_njzbswnor5hvngpfyf2j222agy 113 40 the the DT work_njzbswnor5hvngpfyf2j222agy 113 41 frequency frequency NN work_njzbswnor5hvngpfyf2j222agy 113 42 level level NN work_njzbswnor5hvngpfyf2j222agy 113 43 m. m. NN work_njzbswnor5hvngpfyf2j222agy 113 44 The the DT work_njzbswnor5hvngpfyf2j222agy 113 45 effect effect NN work_njzbswnor5hvngpfyf2j222agy 113 46 of of IN work_njzbswnor5hvngpfyf2j222agy 113 47 the the DT work_njzbswnor5hvngpfyf2j222agy 113 48 decomposition decomposition NN work_njzbswnor5hvngpfyf2j222agy 113 49 filter filter NN work_njzbswnor5hvngpfyf2j222agy 113 50 is be VBZ work_njzbswnor5hvngpfyf2j222agy 113 51 scaled scale VBN work_njzbswnor5hvngpfyf2j222agy 113 52 by by IN work_njzbswnor5hvngpfyf2j222agy 113 53 the the DT work_njzbswnor5hvngpfyf2j222agy 113 54 factor factor NN work_njzbswnor5hvngpfyf2j222agy 113 55 2 2 CD work_njzbswnor5hvngpfyf2j222agy 113 56 m m NN work_njzbswnor5hvngpfyf2j222agy 113 57 at at IN work_njzbswnor5hvngpfyf2j222agy 113 58 stage stage NN work_njzbswnor5hvngpfyf2j222agy 113 59 m m NNP work_njzbswnor5hvngpfyf2j222agy 113 60 , , , work_njzbswnor5hvngpfyf2j222agy 113 61 but but CC work_njzbswnor5hvngpfyf2j222agy 113 62 otherwise otherwise RB work_njzbswnor5hvngpfyf2j222agy 113 63 the the DT work_njzbswnor5hvngpfyf2j222agy 113 64 shape shape NN work_njzbswnor5hvngpfyf2j222agy 113 65 is be VBZ work_njzbswnor5hvngpfyf2j222agy 113 66 the the DT work_njzbswnor5hvngpfyf2j222agy 113 67 same same JJ work_njzbswnor5hvngpfyf2j222agy 113 68 at at IN work_njzbswnor5hvngpfyf2j222agy 113 69 all all DT work_njzbswnor5hvngpfyf2j222agy 113 70 scales scale NNS work_njzbswnor5hvngpfyf2j222agy 113 71 . . . work_njzbswnor5hvngpfyf2j222agy 114 1 Wavelet wavelet JJ work_njzbswnor5hvngpfyf2j222agy 114 2 packet packet NN work_njzbswnor5hvngpfyf2j222agy 114 3 analysis analysis NN work_njzbswnor5hvngpfyf2j222agy 114 4 is be VBZ work_njzbswnor5hvngpfyf2j222agy 114 5 an an DT work_njzbswnor5hvngpfyf2j222agy 114 6 extension extension NN work_njzbswnor5hvngpfyf2j222agy 114 7 of of IN work_njzbswnor5hvngpfyf2j222agy 114 8 the the DT work_njzbswnor5hvngpfyf2j222agy 114 9 discrete discrete JJ work_njzbswnor5hvngpfyf2j222agy 114 10 wavelet wavelet NN work_njzbswnor5hvngpfyf2j222agy 114 11 transform transform NN work_njzbswnor5hvngpfyf2j222agy 114 12 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 114 13 DWT dwt NN work_njzbswnor5hvngpfyf2j222agy 114 14 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 114 15 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 114 16 Burrus Burrus NNP work_njzbswnor5hvngpfyf2j222agy 114 17 et et FW work_njzbswnor5hvngpfyf2j222agy 114 18 al al NNP work_njzbswnor5hvngpfyf2j222agy 114 19 . . NNP work_njzbswnor5hvngpfyf2j222agy 114 20 , , , work_njzbswnor5hvngpfyf2j222agy 114 21 1998 1998 CD work_njzbswnor5hvngpfyf2j222agy 114 22 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 114 23 and and CC work_njzbswnor5hvngpfyf2j222agy 114 24 it -PRON- PRP work_njzbswnor5hvngpfyf2j222agy 114 25 turns turn VBZ work_njzbswnor5hvngpfyf2j222agy 114 26 out out RP work_njzbswnor5hvngpfyf2j222agy 114 27 that that IN work_njzbswnor5hvngpfyf2j222agy 114 28 the the DT work_njzbswnor5hvngpfyf2j222agy 114 29 DWT DWT NNP work_njzbswnor5hvngpfyf2j222agy 114 30 is be VBZ work_njzbswnor5hvngpfyf2j222agy 114 31 only only RB work_njzbswnor5hvngpfyf2j222agy 114 32 one one CD work_njzbswnor5hvngpfyf2j222agy 114 33 of of IN work_njzbswnor5hvngpfyf2j222agy 114 34 the the DT work_njzbswnor5hvngpfyf2j222agy 114 35 much much JJ work_njzbswnor5hvngpfyf2j222agy 114 36 possible possible JJ work_njzbswnor5hvngpfyf2j222agy 114 37 decomposition decomposition NN work_njzbswnor5hvngpfyf2j222agy 114 38 that that WDT work_njzbswnor5hvngpfyf2j222agy 114 39 could could MD work_njzbswnor5hvngpfyf2j222agy 114 40 be be VB work_njzbswnor5hvngpfyf2j222agy 114 41 performed perform VBN work_njzbswnor5hvngpfyf2j222agy 114 42 on on IN work_njzbswnor5hvngpfyf2j222agy 114 43 the the DT work_njzbswnor5hvngpfyf2j222agy 114 44 signal signal NN work_njzbswnor5hvngpfyf2j222agy 114 45 . . . work_njzbswnor5hvngpfyf2j222agy 115 1 Instead instead RB work_njzbswnor5hvngpfyf2j222agy 115 2 of of IN work_njzbswnor5hvngpfyf2j222agy 115 3 just just RB work_njzbswnor5hvngpfyf2j222agy 115 4 decomposing decompose VBG work_njzbswnor5hvngpfyf2j222agy 115 5 the the DT work_njzbswnor5hvngpfyf2j222agy 115 6 low low JJ work_njzbswnor5hvngpfyf2j222agy 115 7 - - HYPH work_njzbswnor5hvngpfyf2j222agy 115 8 frequency frequency NN work_njzbswnor5hvngpfyf2j222agy 115 9 component component NN work_njzbswnor5hvngpfyf2j222agy 115 10 , , , work_njzbswnor5hvngpfyf2j222agy 115 11 it -PRON- PRP work_njzbswnor5hvngpfyf2j222agy 115 12 is be VBZ work_njzbswnor5hvngpfyf2j222agy 115 13 therefore therefore RB work_njzbswnor5hvngpfyf2j222agy 115 14 possible possible JJ work_njzbswnor5hvngpfyf2j222agy 115 15 to to TO work_njzbswnor5hvngpfyf2j222agy 115 16 subdivide subdivide VB work_njzbswnor5hvngpfyf2j222agy 115 17 the the DT work_njzbswnor5hvngpfyf2j222agy 115 18 whole whole JJ work_njzbswnor5hvngpfyf2j222agy 115 19 time time NN work_njzbswnor5hvngpfyf2j222agy 115 20 - - HYPH work_njzbswnor5hvngpfyf2j222agy 115 21 frequency frequency NN work_njzbswnor5hvngpfyf2j222agy 115 22 plane plane NN work_njzbswnor5hvngpfyf2j222agy 115 23 into into IN work_njzbswnor5hvngpfyf2j222agy 115 24 different different JJ work_njzbswnor5hvngpfyf2j222agy 115 25 time time NN work_njzbswnor5hvngpfyf2j222agy 115 26 - - HYPH work_njzbswnor5hvngpfyf2j222agy 115 27 frequency frequency NN work_njzbswnor5hvngpfyf2j222agy 115 28 pieces piece NNS work_njzbswnor5hvngpfyf2j222agy 115 29 as as IN work_njzbswnor5hvngpfyf2j222agy 115 30 can can MD work_njzbswnor5hvngpfyf2j222agy 115 31 be be VB work_njzbswnor5hvngpfyf2j222agy 115 32 seen see VBN work_njzbswnor5hvngpfyf2j222agy 115 33 from from IN work_njzbswnor5hvngpfyf2j222agy 115 34 Fig Fig NNP work_njzbswnor5hvngpfyf2j222agy 115 35 . . . work_njzbswnor5hvngpfyf2j222agy 116 1 3 3 LS work_njzbswnor5hvngpfyf2j222agy 116 2 . . . work_njzbswnor5hvngpfyf2j222agy 117 1 The the DT work_njzbswnor5hvngpfyf2j222agy 117 2 advantage advantage NN work_njzbswnor5hvngpfyf2j222agy 117 3 of of IN work_njzbswnor5hvngpfyf2j222agy 117 4 wavelet wavelet NN work_njzbswnor5hvngpfyf2j222agy 117 5 packet packet NN work_njzbswnor5hvngpfyf2j222agy 117 6 analysis analysis NN work_njzbswnor5hvngpfyf2j222agy 117 7 is be VBZ work_njzbswnor5hvngpfyf2j222agy 117 8 that that IN work_njzbswnor5hvngpfyf2j222agy 117 9 it -PRON- PRP work_njzbswnor5hvngpfyf2j222agy 117 10 is be VBZ work_njzbswnor5hvngpfyf2j222agy 117 11 possible possible JJ work_njzbswnor5hvngpfyf2j222agy 117 12 to to IN work_njzbswnor5hvngpfyf2j222agy 117 13 com- com- VB work_njzbswnor5hvngpfyf2j222agy 117 14 bine bine VB work_njzbswnor5hvngpfyf2j222agy 117 15 the the DT work_njzbswnor5hvngpfyf2j222agy 117 16 different different JJ work_njzbswnor5hvngpfyf2j222agy 117 17 levels level NNS work_njzbswnor5hvngpfyf2j222agy 117 18 of of IN work_njzbswnor5hvngpfyf2j222agy 117 19 decomposition decomposition NN work_njzbswnor5hvngpfyf2j222agy 117 20 in in IN work_njzbswnor5hvngpfyf2j222agy 117 21 order order NN work_njzbswnor5hvngpfyf2j222agy 117 22 to to TO work_njzbswnor5hvngpfyf2j222agy 117 23 achieve achieve VB work_njzbswnor5hvngpfyf2j222agy 117 24 the the DT work_njzbswnor5hvngpfyf2j222agy 117 25 optimum optimum JJ work_njzbswnor5hvngpfyf2j222agy 117 26 time time NN work_njzbswnor5hvngpfyf2j222agy 117 27 - - HYPH work_njzbswnor5hvngpfyf2j222agy 117 28 frequency frequency NN work_njzbswnor5hvngpfyf2j222agy 117 29 representation representation NN work_njzbswnor5hvngpfyf2j222agy 117 30 of of IN work_njzbswnor5hvngpfyf2j222agy 117 31 the the DT work_njzbswnor5hvngpfyf2j222agy 117 32 original original JJ work_njzbswnor5hvngpfyf2j222agy 117 33 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 117 34 Keeton Keeton NNP work_njzbswnor5hvngpfyf2j222agy 117 35 & & CC work_njzbswnor5hvngpfyf2j222agy 117 36 Schlindwein Schlindwein NNP work_njzbswnor5hvngpfyf2j222agy 117 37 , , , work_njzbswnor5hvngpfyf2j222agy 117 38 1997 1997 CD work_njzbswnor5hvngpfyf2j222agy 117 39 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 117 40 . . . work_njzbswnor5hvngpfyf2j222agy 118 1 2.4 2.4 CD work_njzbswnor5hvngpfyf2j222agy 118 2 . . . work_njzbswnor5hvngpfyf2j222agy 119 1 Fast fast JJ work_njzbswnor5hvngpfyf2j222agy 119 2 - - HYPH work_njzbswnor5hvngpfyf2j222agy 119 3 Fourier fourier NN work_njzbswnor5hvngpfyf2j222agy 119 4 transform transform VB work_njzbswnor5hvngpfyf2j222agy 119 5 The the DT work_njzbswnor5hvngpfyf2j222agy 119 6 discrete discrete JJ work_njzbswnor5hvngpfyf2j222agy 119 7 Fourier Fourier NNP work_njzbswnor5hvngpfyf2j222agy 119 8 transform transform NN work_njzbswnor5hvngpfyf2j222agy 119 9 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 119 10 DFT DFT NNP work_njzbswnor5hvngpfyf2j222agy 119 11 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 119 12 of of IN work_njzbswnor5hvngpfyf2j222agy 119 13 a a DT work_njzbswnor5hvngpfyf2j222agy 119 14 sequence sequence NN work_njzbswnor5hvngpfyf2j222agy 119 15 can can MD work_njzbswnor5hvngpfyf2j222agy 119 16 be be VB work_njzbswnor5hvngpfyf2j222agy 119 17 eval- eval- RB work_njzbswnor5hvngpfyf2j222agy 119 18 uated uated JJ work_njzbswnor5hvngpfyf2j222agy 119 19 directly directly RB work_njzbswnor5hvngpfyf2j222agy 119 20 by by IN work_njzbswnor5hvngpfyf2j222agy 119 21 the the DT work_njzbswnor5hvngpfyf2j222agy 119 22 following following JJ work_njzbswnor5hvngpfyf2j222agy 119 23 equation equation NN work_njzbswnor5hvngpfyf2j222agy 119 24 , , , work_njzbswnor5hvngpfyf2j222agy 119 25 which which WDT work_njzbswnor5hvngpfyf2j222agy 119 26 involves involve VBZ work_njzbswnor5hvngpfyf2j222agy 119 27 the the DT work_njzbswnor5hvngpfyf2j222agy 119 28 order order NN work_njzbswnor5hvngpfyf2j222agy 119 29 of of IN work_njzbswnor5hvngpfyf2j222agy 119 30 N2 N2 NNP work_njzbswnor5hvngpfyf2j222agy 119 31 complex complex JJ work_njzbswnor5hvngpfyf2j222agy 119 32 multiplications multiplication NNS work_njzbswnor5hvngpfyf2j222agy 119 33 and and CC work_njzbswnor5hvngpfyf2j222agy 119 34 additions addition NNS work_njzbswnor5hvngpfyf2j222agy 119 35 , , , work_njzbswnor5hvngpfyf2j222agy 119 36 so so IN work_njzbswnor5hvngpfyf2j222agy 119 37 these these DT work_njzbswnor5hvngpfyf2j222agy 119 38 processes process NNS work_njzbswnor5hvngpfyf2j222agy 119 39 need need VBP work_njzbswnor5hvngpfyf2j222agy 119 40 more more JJR work_njzbswnor5hvngpfyf2j222agy 119 41 computation computation NN work_njzbswnor5hvngpfyf2j222agy 119 42 time time NN work_njzbswnor5hvngpfyf2j222agy 119 43 . . . work_njzbswnor5hvngpfyf2j222agy 120 1 Because because IN work_njzbswnor5hvngpfyf2j222agy 120 2 of of IN work_njzbswnor5hvngpfyf2j222agy 120 3 this this DT work_njzbswnor5hvngpfyf2j222agy 120 4 problem problem NN work_njzbswnor5hvngpfyf2j222agy 120 5 , , , work_njzbswnor5hvngpfyf2j222agy 120 6 a a DT work_njzbswnor5hvngpfyf2j222agy 120 7 quicker quick JJR work_njzbswnor5hvngpfyf2j222agy 120 8 method method NN work_njzbswnor5hvngpfyf2j222agy 120 9 must must MD work_njzbswnor5hvngpfyf2j222agy 120 10 be be VB work_njzbswnor5hvngpfyf2j222agy 120 11 used use VBN work_njzbswnor5hvngpfyf2j222agy 120 12 to to TO work_njzbswnor5hvngpfyf2j222agy 120 13 evaluate evaluate VB work_njzbswnor5hvngpfyf2j222agy 120 14 this this DT work_njzbswnor5hvngpfyf2j222agy 120 15 equation equation NN work_njzbswnor5hvngpfyf2j222agy 120 16 . . . work_njzbswnor5hvngpfyf2j222agy 121 1 The the DT work_njzbswnor5hvngpfyf2j222agy 121 2 fast fast JJ work_njzbswnor5hvngpfyf2j222agy 121 3 - - HYPH work_njzbswnor5hvngpfyf2j222agy 121 4 Fourier fourier NN work_njzbswnor5hvngpfyf2j222agy 121 5 transform transform NN work_njzbswnor5hvngpfyf2j222agy 121 6 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 121 7 FFT FFT NNP work_njzbswnor5hvngpfyf2j222agy 121 8 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 121 9 provides provide VBZ work_njzbswnor5hvngpfyf2j222agy 121 10 such such JJ work_njzbswnor5hvngpfyf2j222agy 121 11 methods method NNS work_njzbswnor5hvngpfyf2j222agy 121 12 FðkXÞ¼ FðkXÞ¼ NNP work_njzbswnor5hvngpfyf2j222agy 121 13 XN xn NN work_njzbswnor5hvngpfyf2j222agy 121 14 � � NNP work_njzbswnor5hvngpfyf2j222agy 121 15 1 1 CD work_njzbswnor5hvngpfyf2j222agy 121 16 n¼0 n¼0 NNP work_njzbswnor5hvngpfyf2j222agy 121 17 fðnTÞe fðntþe NN work_njzbswnor5hvngpfyf2j222agy 121 18 � � NNP work_njzbswnor5hvngpfyf2j222agy 121 19 jXTnk jXTnk NNP work_njzbswnor5hvngpfyf2j222agy 121 20 0 0 CD work_njzbswnor5hvngpfyf2j222agy 121 21 6 6 CD work_njzbswnor5hvngpfyf2j222agy 121 22 k k CD work_njzbswnor5hvngpfyf2j222agy 121 23 6 6 CD work_njzbswnor5hvngpfyf2j222agy 121 24 N N NNP work_njzbswnor5hvngpfyf2j222agy 121 25 � � NNP work_njzbswnor5hvngpfyf2j222agy 121 26 1 1 CD work_njzbswnor5hvngpfyf2j222agy 121 27 ð3Þ ð3þ CD work_njzbswnor5hvngpfyf2j222agy 121 28 where where WRB work_njzbswnor5hvngpfyf2j222agy 121 29 f f NNP work_njzbswnor5hvngpfyf2j222agy 121 30 is be VBZ work_njzbswnor5hvngpfyf2j222agy 121 31 the the DT work_njzbswnor5hvngpfyf2j222agy 121 32 impulse impulse JJ work_njzbswnor5hvngpfyf2j222agy 121 33 response response NN work_njzbswnor5hvngpfyf2j222agy 121 34 of of IN work_njzbswnor5hvngpfyf2j222agy 121 35 a a DT work_njzbswnor5hvngpfyf2j222agy 121 36 finite finite JJ work_njzbswnor5hvngpfyf2j222agy 121 37 impulse impulse NN work_njzbswnor5hvngpfyf2j222agy 121 38 response response NN work_njzbswnor5hvngpfyf2j222agy 121 39 filter filter NN work_njzbswnor5hvngpfyf2j222agy 121 40 , , , work_njzbswnor5hvngpfyf2j222agy 121 41 N N NNP work_njzbswnor5hvngpfyf2j222agy 121 42 is be VBZ work_njzbswnor5hvngpfyf2j222agy 121 43 finite finite JJ work_njzbswnor5hvngpfyf2j222agy 121 44 number number NN work_njzbswnor5hvngpfyf2j222agy 121 45 , , , work_njzbswnor5hvngpfyf2j222agy 121 46 the the DT work_njzbswnor5hvngpfyf2j222agy 121 47 Eq Eq NNP work_njzbswnor5hvngpfyf2j222agy 121 48 . . . work_njzbswnor5hvngpfyf2j222agy 122 1 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 122 2 3 3 LS work_njzbswnor5hvngpfyf2j222agy 122 3 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 122 4 can can MD work_njzbswnor5hvngpfyf2j222agy 122 5 be be VB work_njzbswnor5hvngpfyf2j222agy 122 6 written write VBN work_njzbswnor5hvngpfyf2j222agy 122 7 in in IN work_njzbswnor5hvngpfyf2j222agy 122 8 the the DT work_njzbswnor5hvngpfyf2j222agy 122 9 form form NN work_njzbswnor5hvngpfyf2j222agy 122 10 of of IN work_njzbswnor5hvngpfyf2j222agy 122 11 FðkXÞ¼ FðkXÞ¼ NNP work_njzbswnor5hvngpfyf2j222agy 122 12 XN XN NNP work_njzbswnor5hvngpfyf2j222agy 122 13 � � NNP work_njzbswnor5hvngpfyf2j222agy 122 14 1 1 CD work_njzbswnor5hvngpfyf2j222agy 122 15 n¼0 n¼0 NNP work_njzbswnor5hvngpfyf2j222agy 122 16 fðnTÞW fðnTÞW NNP work_njzbswnor5hvngpfyf2j222agy 122 17 nkN nkN NNP work_njzbswnor5hvngpfyf2j222agy 122 18 ð4Þ ð4Þ NNS work_njzbswnor5hvngpfyf2j222agy 122 19 where where WRB work_njzbswnor5hvngpfyf2j222agy 122 20 W W NNP work_njzbswnor5hvngpfyf2j222agy 122 21 N N NNP work_njzbswnor5hvngpfyf2j222agy 122 22 ¼ ¼ NN work_njzbswnor5hvngpfyf2j222agy 122 23 e e NN work_njzbswnor5hvngpfyf2j222agy 122 24 � � NNP work_njzbswnor5hvngpfyf2j222agy 122 25 jð2p jð2p NNP work_njzbswnor5hvngpfyf2j222agy 122 26 = = SYM work_njzbswnor5hvngpfyf2j222agy 122 27 NÞ NÞ NNP work_njzbswnor5hvngpfyf2j222agy 122 28 . . . work_njzbswnor5hvngpfyf2j222agy 123 1 If if IN work_njzbswnor5hvngpfyf2j222agy 123 2 N n NN work_njzbswnor5hvngpfyf2j222agy 123 3 is be VBZ work_njzbswnor5hvngpfyf2j222agy 123 4 even even RB work_njzbswnor5hvngpfyf2j222agy 123 5 , , , work_njzbswnor5hvngpfyf2j222agy 123 6 then then RB work_njzbswnor5hvngpfyf2j222agy 123 7 we -PRON- PRP work_njzbswnor5hvngpfyf2j222agy 123 8 can can MD work_njzbswnor5hvngpfyf2j222agy 123 9 split split VB work_njzbswnor5hvngpfyf2j222agy 123 10 the the DT work_njzbswnor5hvngpfyf2j222agy 123 11 sequence sequence NN work_njzbswnor5hvngpfyf2j222agy 123 12 f f NNP work_njzbswnor5hvngpfyf2j222agy 123 13 into into IN work_njzbswnor5hvngpfyf2j222agy 123 14 even even JJ work_njzbswnor5hvngpfyf2j222agy 123 15 and and CC work_njzbswnor5hvngpfyf2j222agy 123 16 odd odd JJ work_njzbswnor5hvngpfyf2j222agy 123 17 terms term NNS work_njzbswnor5hvngpfyf2j222agy 123 18 . . . work_njzbswnor5hvngpfyf2j222agy 124 1 If if IN work_njzbswnor5hvngpfyf2j222agy 124 2 N n NN work_njzbswnor5hvngpfyf2j222agy 124 3 = = SYM work_njzbswnor5hvngpfyf2j222agy 124 4 1024 1024 CD work_njzbswnor5hvngpfyf2j222agy 124 5 , , , work_njzbswnor5hvngpfyf2j222agy 124 6 then then RB work_njzbswnor5hvngpfyf2j222agy 124 7 the the DT work_njzbswnor5hvngpfyf2j222agy 124 8 FFT FFT NNP work_njzbswnor5hvngpfyf2j222agy 124 9 requires require VBZ work_njzbswnor5hvngpfyf2j222agy 124 10 1 1 CD work_njzbswnor5hvngpfyf2j222agy 124 11 % % NN work_njzbswnor5hvngpfyf2j222agy 124 12 of of IN work_njzbswnor5hvngpfyf2j222agy 124 13 the the DT work_njzbswnor5hvngpfyf2j222agy 124 14 time time NN work_njzbswnor5hvngpfyf2j222agy 124 15 required require VBN work_njzbswnor5hvngpfyf2j222agy 124 16 for for IN work_njzbswnor5hvngpfyf2j222agy 124 17 the the DT work_njzbswnor5hvngpfyf2j222agy 124 18 discrete discrete JJ work_njzbswnor5hvngpfyf2j222agy 124 19 calculation calculation NN work_njzbswnor5hvngpfyf2j222agy 124 20 of of IN work_njzbswnor5hvngpfyf2j222agy 124 21 DFT DFT NNP work_njzbswnor5hvngpfyf2j222agy 124 22 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 124 23 Banks Banks NNPS work_njzbswnor5hvngpfyf2j222agy 124 24 , , , work_njzbswnor5hvngpfyf2j222agy 124 25 1991 1991 CD work_njzbswnor5hvngpfyf2j222agy 124 26 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 124 27 . . . work_njzbswnor5hvngpfyf2j222agy 125 1 2.5 2.5 CD work_njzbswnor5hvngpfyf2j222agy 125 2 . . . work_njzbswnor5hvngpfyf2j222agy 126 1 Least Least JJS work_njzbswnor5hvngpfyf2j222agy 126 2 square square JJ work_njzbswnor5hvngpfyf2j222agy 126 3 SVM SVM NNP work_njzbswnor5hvngpfyf2j222agy 126 4 LS LS NNP work_njzbswnor5hvngpfyf2j222agy 126 5 - - HYPH work_njzbswnor5hvngpfyf2j222agy 126 6 SVM SVM NNP work_njzbswnor5hvngpfyf2j222agy 126 7 was be VBD work_njzbswnor5hvngpfyf2j222agy 126 8 proposed propose VBN work_njzbswnor5hvngpfyf2j222agy 126 9 by by IN work_njzbswnor5hvngpfyf2j222agy 126 10 Suykens Suykens NNP work_njzbswnor5hvngpfyf2j222agy 126 11 and and CC work_njzbswnor5hvngpfyf2j222agy 126 12 Vandewalle Vandewalle NNP work_njzbswnor5hvngpfyf2j222agy 126 13 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 126 14 1999 1999 CD work_njzbswnor5hvngpfyf2j222agy 126 15 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 126 16 . . . work_njzbswnor5hvngpfyf2j222agy 127 1 It -PRON- PRP work_njzbswnor5hvngpfyf2j222agy 127 2 is be VBZ work_njzbswnor5hvngpfyf2j222agy 127 3 the the DT work_njzbswnor5hvngpfyf2j222agy 127 4 reformulation reformulation NN work_njzbswnor5hvngpfyf2j222agy 127 5 of of IN work_njzbswnor5hvngpfyf2j222agy 127 6 the the DT work_njzbswnor5hvngpfyf2j222agy 127 7 standard standard JJ work_njzbswnor5hvngpfyf2j222agy 127 8 SVM SVM NNP work_njzbswnor5hvngpfyf2j222agy 127 9 , , , work_njzbswnor5hvngpfyf2j222agy 127 10 which which WDT work_njzbswnor5hvngpfyf2j222agy 127 11 was be VBD work_njzbswnor5hvngpfyf2j222agy 127 12 intended intend VBN work_njzbswnor5hvngpfyf2j222agy 127 13 by by IN work_njzbswnor5hvngpfyf2j222agy 127 14 Vap- Vap- NNP work_njzbswnor5hvngpfyf2j222agy 127 15 nik nik NN work_njzbswnor5hvngpfyf2j222agy 127 16 in in IN work_njzbswnor5hvngpfyf2j222agy 127 17 1995 1995 CD work_njzbswnor5hvngpfyf2j222agy 127 18 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 127 19 Lukas Lukas NNP work_njzbswnor5hvngpfyf2j222agy 127 20 et et FW work_njzbswnor5hvngpfyf2j222agy 127 21 al al NNP work_njzbswnor5hvngpfyf2j222agy 127 22 . . NNP work_njzbswnor5hvngpfyf2j222agy 127 23 , , , work_njzbswnor5hvngpfyf2j222agy 127 24 2004 2004 CD work_njzbswnor5hvngpfyf2j222agy 127 25 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 127 26 . . . work_njzbswnor5hvngpfyf2j222agy 128 1 LS LS NNP work_njzbswnor5hvngpfyf2j222agy 128 2 - - HYPH work_njzbswnor5hvngpfyf2j222agy 128 3 SVMs svm NNS work_njzbswnor5hvngpfyf2j222agy 128 4 generalization generalization NN work_njzbswnor5hvngpfyf2j222agy 128 5 performance performance NN work_njzbswnor5hvngpfyf2j222agy 128 6 was be VBD work_njzbswnor5hvngpfyf2j222agy 128 7 compared compare VBN work_njzbswnor5hvngpfyf2j222agy 128 8 with with IN work_njzbswnor5hvngpfyf2j222agy 128 9 the the DT work_njzbswnor5hvngpfyf2j222agy 128 10 standard standard JJ work_njzbswnor5hvngpfyf2j222agy 128 11 SVM SVM NNP work_njzbswnor5hvngpfyf2j222agy 128 12 by by IN work_njzbswnor5hvngpfyf2j222agy 128 13 Van Van NNP work_njzbswnor5hvngpfyf2j222agy 128 14 Gestel Gestel NNP work_njzbswnor5hvngpfyf2j222agy 128 15 et et NNP work_njzbswnor5hvngpfyf2j222agy 128 16 al al NNP work_njzbswnor5hvngpfyf2j222agy 128 17 . . . work_njzbswnor5hvngpfyf2j222agy 129 1 We -PRON- PRP work_njzbswnor5hvngpfyf2j222agy 129 2 review review VBP work_njzbswnor5hvngpfyf2j222agy 129 3 the the DT work_njzbswnor5hvngpfyf2j222agy 129 4 LS LS NNP work_njzbswnor5hvngpfyf2j222agy 129 5 - - HYPH work_njzbswnor5hvngpfyf2j222agy 129 6 SVM SVM NNP work_njzbswnor5hvngpfyf2j222agy 129 7 formulation formulation NN work_njzbswnor5hvngpfyf2j222agy 129 8 as as IN work_njzbswnor5hvngpfyf2j222agy 129 9 follows follow VBZ work_njzbswnor5hvngpfyf2j222agy 129 10 : : : work_njzbswnor5hvngpfyf2j222agy 129 11 we -PRON- PRP work_njzbswnor5hvngpfyf2j222agy 129 12 are be VBP work_njzbswnor5hvngpfyf2j222agy 129 13 given give VBN work_njzbswnor5hvngpfyf2j222agy 129 14 a a DT work_njzbswnor5hvngpfyf2j222agy 129 15 training training NN work_njzbswnor5hvngpfyf2j222agy 129 16 data datum NNS work_njzbswnor5hvngpfyf2j222agy 129 17 set set NN work_njzbswnor5hvngpfyf2j222agy 129 18 of of IN work_njzbswnor5hvngpfyf2j222agy 129 19 n n NNP work_njzbswnor5hvngpfyf2j222agy 129 20 data datum NNS work_njzbswnor5hvngpfyf2j222agy 129 21 points point NNS work_njzbswnor5hvngpfyf2j222agy 129 22 fxi fxi NNP work_njzbswnor5hvngpfyf2j222agy 129 23 ; ; : work_njzbswnor5hvngpfyf2j222agy 129 24 yig yig NNP work_njzbswnor5hvngpfyf2j222agy 129 25 n n CC work_njzbswnor5hvngpfyf2j222agy 129 26 i¼1 i¼1 NNP work_njzbswnor5hvngpfyf2j222agy 129 27 , , , work_njzbswnor5hvngpfyf2j222agy 129 28 where where WRB work_njzbswnor5hvngpfyf2j222agy 129 29 xi xi NNP work_njzbswnor5hvngpfyf2j222agy 129 30 2 2 CD work_njzbswnor5hvngpfyf2j222agy 129 31 R r NN work_njzbswnor5hvngpfyf2j222agy 129 32 d d NN work_njzbswnor5hvngpfyf2j222agy 129 33 is be VBZ work_njzbswnor5hvngpfyf2j222agy 129 34 the the DT work_njzbswnor5hvngpfyf2j222agy 129 35 ith ith NNP work_njzbswnor5hvngpfyf2j222agy 129 36 input input NN work_njzbswnor5hvngpfyf2j222agy 129 37 vector vector NN work_njzbswnor5hvngpfyf2j222agy 129 38 and and CC work_njzbswnor5hvngpfyf2j222agy 129 39 yi yi NNP work_njzbswnor5hvngpfyf2j222agy 129 40 2 2 CD work_njzbswnor5hvngpfyf2j222agy 129 41 R r NN work_njzbswnor5hvngpfyf2j222agy 129 42 is be VBZ work_njzbswnor5hvngpfyf2j222agy 129 43 the the DT work_njzbswnor5hvngpfyf2j222agy 129 44 label label NN work_njzbswnor5hvngpfyf2j222agy 129 45 of of IN work_njzbswnor5hvngpfyf2j222agy 129 46 ith ith NNP work_njzbswnor5hvngpfyf2j222agy 129 47 class class NNP work_njzbswnor5hvngpfyf2j222agy 129 48 . . . work_njzbswnor5hvngpfyf2j222agy 130 1 For for IN work_njzbswnor5hvngpfyf2j222agy 130 2 binary binary JJ work_njzbswnor5hvngpfyf2j222agy 130 3 classification classification NN work_njzbswnor5hvngpfyf2j222agy 130 4 , , , work_njzbswnor5hvngpfyf2j222agy 130 5 yi yi NNP work_njzbswnor5hvngpfyf2j222agy 130 6 takes take VBZ work_njzbswnor5hvngpfyf2j222agy 130 7 only only RB work_njzbswnor5hvngpfyf2j222agy 130 8 two two CD work_njzbswnor5hvngpfyf2j222agy 130 9 values value NNS work_njzbswnor5hvngpfyf2j222agy 130 10 { { -LRB- work_njzbswnor5hvngpfyf2j222agy 130 11 -1 -1 NN work_njzbswnor5hvngpfyf2j222agy 130 12 , , , work_njzbswnor5hvngpfyf2j222agy 130 13 +1 +1 : work_njzbswnor5hvngpfyf2j222agy 130 14 } } -RRB- work_njzbswnor5hvngpfyf2j222agy 130 15 , , , work_njzbswnor5hvngpfyf2j222agy 130 16 in in IN work_njzbswnor5hvngpfyf2j222agy 130 17 regression regression NN work_njzbswnor5hvngpfyf2j222agy 130 18 stage stage NN work_njzbswnor5hvngpfyf2j222agy 130 19 it -PRON- PRP work_njzbswnor5hvngpfyf2j222agy 130 20 can can MD work_njzbswnor5hvngpfyf2j222agy 130 21 take take VB work_njzbswnor5hvngpfyf2j222agy 130 22 any any DT work_njzbswnor5hvngpfyf2j222agy 130 23 real real JJ work_njzbswnor5hvngpfyf2j222agy 130 24 value value NN work_njzbswnor5hvngpfyf2j222agy 130 25 . . . work_njzbswnor5hvngpfyf2j222agy 131 1 In in IN work_njzbswnor5hvngpfyf2j222agy 131 2 kernel kernel NN work_njzbswnor5hvngpfyf2j222agy 131 3 designs design NNS work_njzbswnor5hvngpfyf2j222agy 131 4 , , , work_njzbswnor5hvngpfyf2j222agy 131 5 the the DT work_njzbswnor5hvngpfyf2j222agy 131 6 idea idea NN work_njzbswnor5hvngpfyf2j222agy 131 7 was be VBD work_njzbswnor5hvngpfyf2j222agy 131 8 to to TO work_njzbswnor5hvngpfyf2j222agy 131 9 transform transform VB work_njzbswnor5hvngpfyf2j222agy 131 10 the the DT work_njzbswnor5hvngpfyf2j222agy 131 11 input input NN work_njzbswnor5hvngpfyf2j222agy 131 12 patterns pattern NNS work_njzbswnor5hvngpfyf2j222agy 131 13 into into IN work_njzbswnor5hvngpfyf2j222agy 131 14 Reproducing reproduce VBG work_njzbswnor5hvngpfyf2j222agy 131 15 Kernel Kernel NNP work_njzbswnor5hvngpfyf2j222agy 131 16 Hilbert Hilbert NNP work_njzbswnor5hvngpfyf2j222agy 131 17 Space Space NNP work_njzbswnor5hvngpfyf2j222agy 131 18 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 131 19 RKHS RKHS NNP work_njzbswnor5hvngpfyf2j222agy 131 20 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 131 21 by by IN work_njzbswnor5hvngpfyf2j222agy 131 22 a a DT work_njzbswnor5hvngpfyf2j222agy 131 23 set set NN work_njzbswnor5hvngpfyf2j222agy 131 24 of of IN work_njzbswnor5hvngpfyf2j222agy 131 25 mapping map VBG work_njzbswnor5hvngpfyf2j222agy 131 26 func- func- JJ work_njzbswnor5hvngpfyf2j222agy 131 27 tions tion NNS work_njzbswnor5hvngpfyf2j222agy 131 28 /ðxÞ /ðxÞ . work_njzbswnor5hvngpfyf2j222agy 131 29 If if IN work_njzbswnor5hvngpfyf2j222agy 131 30 reproducing reproduce VBG work_njzbswnor5hvngpfyf2j222agy 131 31 kernel kernel NN work_njzbswnor5hvngpfyf2j222agy 131 32 denoted denote VBN work_njzbswnor5hvngpfyf2j222agy 131 33 in in IN work_njzbswnor5hvngpfyf2j222agy 131 34 RKHS RKHS NNP work_njzbswnor5hvngpfyf2j222agy 131 35 as as IN work_njzbswnor5hvngpfyf2j222agy 131 36 K K NNP work_njzbswnor5hvngpfyf2j222agy 131 37 ¼ðx ¼ðx NNP work_njzbswnor5hvngpfyf2j222agy 131 38 ; ; : work_njzbswnor5hvngpfyf2j222agy 131 39 x’Þ x’Þ NNP work_njzbswnor5hvngpfyf2j222agy 131 40 ; ; , work_njzbswnor5hvngpfyf2j222agy 131 41 which which WDT work_njzbswnor5hvngpfyf2j222agy 131 42 is be VBZ work_njzbswnor5hvngpfyf2j222agy 131 43 defined define VBN work_njzbswnor5hvngpfyf2j222agy 131 44 as as IN work_njzbswnor5hvngpfyf2j222agy 131 45 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 131 46 Lukas Lukas NNP work_njzbswnor5hvngpfyf2j222agy 131 47 et et FW work_njzbswnor5hvngpfyf2j222agy 131 48 al al NNP work_njzbswnor5hvngpfyf2j222agy 131 49 . . NNP work_njzbswnor5hvngpfyf2j222agy 131 50 , , , work_njzbswnor5hvngpfyf2j222agy 131 51 2004 2004 CD work_njzbswnor5hvngpfyf2j222agy 131 52 ; ; : work_njzbswnor5hvngpfyf2j222agy 131 53 Suykens Suykens NNP work_njzbswnor5hvngpfyf2j222agy 131 54 & & CC work_njzbswnor5hvngpfyf2j222agy 131 55 Vandewalle Vandewalle NNP work_njzbswnor5hvngpfyf2j222agy 131 56 , , , work_njzbswnor5hvngpfyf2j222agy 131 57 1999 1999 CD work_njzbswnor5hvngpfyf2j222agy 131 58 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 131 59 Kðx Kðx NNP work_njzbswnor5hvngpfyf2j222agy 131 60 ; ; : work_njzbswnor5hvngpfyf2j222agy 131 61 x0Þ x0Þ NNP work_njzbswnor5hvngpfyf2j222agy 131 62 ¼ ¼ NNP work_njzbswnor5hvngpfyf2j222agy 131 63 /ðxÞ /ðxÞ , work_njzbswnor5hvngpfyf2j222agy 131 64 � � NNP work_njzbswnor5hvngpfyf2j222agy 131 65 /ðxÞ0 /ðxÞ0 . work_njzbswnor5hvngpfyf2j222agy 131 66 ð5Þ ð5Þ NNP work_njzbswnor5hvngpfyf2j222agy 131 67 In in IN work_njzbswnor5hvngpfyf2j222agy 131 68 the the DT work_njzbswnor5hvngpfyf2j222agy 131 69 RKHS RKHS NNP work_njzbswnor5hvngpfyf2j222agy 131 70 , , , work_njzbswnor5hvngpfyf2j222agy 131 71 a a DT work_njzbswnor5hvngpfyf2j222agy 131 72 linear linear JJ work_njzbswnor5hvngpfyf2j222agy 131 73 classification classification NN work_njzbswnor5hvngpfyf2j222agy 131 74 is be VBZ work_njzbswnor5hvngpfyf2j222agy 131 75 performed perform VBN work_njzbswnor5hvngpfyf2j222agy 131 76 . . . work_njzbswnor5hvngpfyf2j222agy 132 1 The the DT work_njzbswnor5hvngpfyf2j222agy 132 2 discriminant discriminant JJ work_njzbswnor5hvngpfyf2j222agy 132 3 function function NN work_njzbswnor5hvngpfyf2j222agy 132 4 takes take VBZ work_njzbswnor5hvngpfyf2j222agy 132 5 the the DT work_njzbswnor5hvngpfyf2j222agy 132 6 form form NN work_njzbswnor5hvngpfyf2j222agy 132 7 yðxÞ¼ yðxÞ¼ NNS work_njzbswnor5hvngpfyf2j222agy 132 8 Xn Xn NNP work_njzbswnor5hvngpfyf2j222agy 132 9 i¼1 i¼1 NNP work_njzbswnor5hvngpfyf2j222agy 132 10 w w NNP work_njzbswnor5hvngpfyf2j222agy 132 11 � � NNP work_njzbswnor5hvngpfyf2j222agy 132 12 /ðxÞþ /ðxÞþ . work_njzbswnor5hvngpfyf2j222agy 132 13 b b NNP work_njzbswnor5hvngpfyf2j222agy 132 14 ð6Þ ð6þ NN work_njzbswnor5hvngpfyf2j222agy 132 15 where where WRB work_njzbswnor5hvngpfyf2j222agy 132 16 w w NNP work_njzbswnor5hvngpfyf2j222agy 132 17 is be VBZ work_njzbswnor5hvngpfyf2j222agy 132 18 the the DT work_njzbswnor5hvngpfyf2j222agy 132 19 weight weight NN work_njzbswnor5hvngpfyf2j222agy 132 20 vector vector NN work_njzbswnor5hvngpfyf2j222agy 132 21 in in IN work_njzbswnor5hvngpfyf2j222agy 132 22 the the DT work_njzbswnor5hvngpfyf2j222agy 132 23 RKHS RKHS NNP work_njzbswnor5hvngpfyf2j222agy 132 24 , , , work_njzbswnor5hvngpfyf2j222agy 132 25 and and CC work_njzbswnor5hvngpfyf2j222agy 132 26 b b NN work_njzbswnor5hvngpfyf2j222agy 132 27 2 2 CD work_njzbswnor5hvngpfyf2j222agy 132 28 R r NN work_njzbswnor5hvngpfyf2j222agy 132 29 is be VBZ work_njzbswnor5hvngpfyf2j222agy 132 30 bias bias NN work_njzbswnor5hvngpfyf2j222agy 132 31 term term NN work_njzbswnor5hvngpfyf2j222agy 132 32 . . . work_njzbswnor5hvngpfyf2j222agy 133 1 The the DT work_njzbswnor5hvngpfyf2j222agy 133 2 discriminant discriminant JJ work_njzbswnor5hvngpfyf2j222agy 133 3 function function NN work_njzbswnor5hvngpfyf2j222agy 133 4 of of IN work_njzbswnor5hvngpfyf2j222agy 133 5 LS LS NNP work_njzbswnor5hvngpfyf2j222agy 133 6 - - HYPH work_njzbswnor5hvngpfyf2j222agy 133 7 SVM SVM NNP work_njzbswnor5hvngpfyf2j222agy 133 8 classifiers classifier NNS work_njzbswnor5hvngpfyf2j222agy 133 9 is be VBZ work_njzbswnor5hvngpfyf2j222agy 133 10 constructed construct VBN work_njzbswnor5hvngpfyf2j222agy 133 11 by by IN work_njzbswnor5hvngpfyf2j222agy 133 12 minimizing minimize VBG work_njzbswnor5hvngpfyf2j222agy 133 13 the the DT work_njzbswnor5hvngpfyf2j222agy 133 14 following follow VBG work_njzbswnor5hvngpfyf2j222agy 133 15 primal primal JJ work_njzbswnor5hvngpfyf2j222agy 133 16 problem problem NN work_njzbswnor5hvngpfyf2j222agy 133 17 : : : work_njzbswnor5hvngpfyf2j222agy 133 18 min min NNP work_njzbswnor5hvngpfyf2j222agy 133 19 w;b;n w;b;n NNP work_njzbswnor5hvngpfyf2j222agy 133 20 Pðw Pðw NNP work_njzbswnor5hvngpfyf2j222agy 133 21 ; ; , work_njzbswnor5hvngpfyf2j222agy 133 22 b b NNP work_njzbswnor5hvngpfyf2j222agy 133 23 ; ; : work_njzbswnor5hvngpfyf2j222agy 133 24 nÞ¼ nþ¼ ADD work_njzbswnor5hvngpfyf2j222agy 133 25 1 1 CD work_njzbswnor5hvngpfyf2j222agy 133 26 2 2 CD work_njzbswnor5hvngpfyf2j222agy 133 27 kwk2 kwk2 NNP work_njzbswnor5hvngpfyf2j222agy 133 28 þ þ NNP work_njzbswnor5hvngpfyf2j222agy 133 29 C C NNP work_njzbswnor5hvngpfyf2j222agy 133 30 2 2 CD work_njzbswnor5hvngpfyf2j222agy 133 31 Xn Xn NNP work_njzbswnor5hvngpfyf2j222agy 133 32 i¼1 i¼1 NNS work_njzbswnor5hvngpfyf2j222agy 133 33 n2i n2i NNP work_njzbswnor5hvngpfyf2j222agy 133 34 ð7Þ ð7þ JJ work_njzbswnor5hvngpfyf2j222agy 133 35 subject subject NN work_njzbswnor5hvngpfyf2j222agy 133 36 to to IN work_njzbswnor5hvngpfyf2j222agy 133 37 the the DT work_njzbswnor5hvngpfyf2j222agy 133 38 equality equality NN work_njzbswnor5hvngpfyf2j222agy 133 39 constraints constraint NNS work_njzbswnor5hvngpfyf2j222agy 133 40 yi yi NNP work_njzbswnor5hvngpfyf2j222agy 133 41 � � NNP work_njzbswnor5hvngpfyf2j222agy 133 42 ðw ðw NNP work_njzbswnor5hvngpfyf2j222agy 133 43 � � NNP work_njzbswnor5hvngpfyf2j222agy 133 44 /ðxiÞþ /ðxiÞþ NNP work_njzbswnor5hvngpfyf2j222agy 133 45 bÞ¼ bÞ¼ NNP work_njzbswnor5hvngpfyf2j222agy 133 46 ni8i ni8i NNP work_njzbswnor5hvngpfyf2j222agy 133 47 , , , work_njzbswnor5hvngpfyf2j222agy 133 48 where where WRB work_njzbswnor5hvngpfyf2j222agy 133 49 the the DT work_njzbswnor5hvngpfyf2j222agy 133 50 regularization regularization NN work_njzbswnor5hvngpfyf2j222agy 133 51 parameter parameter NN work_njzbswnor5hvngpfyf2j222agy 133 52 , , , work_njzbswnor5hvngpfyf2j222agy 133 53 C C NNP work_njzbswnor5hvngpfyf2j222agy 133 54 > > XX work_njzbswnor5hvngpfyf2j222agy 133 55 0 0 CD work_njzbswnor5hvngpfyf2j222agy 133 56 . . . work_njzbswnor5hvngpfyf2j222agy 134 1 Note note VB work_njzbswnor5hvngpfyf2j222agy 134 2 that that IN work_njzbswnor5hvngpfyf2j222agy 134 3 the the DT work_njzbswnor5hvngpfyf2j222agy 134 4 formulation formulation NN work_njzbswnor5hvngpfyf2j222agy 134 5 for for IN work_njzbswnor5hvngpfyf2j222agy 134 6 classifier classifier NN work_njzbswnor5hvngpfyf2j222agy 134 7 design design NN work_njzbswnor5hvngpfyf2j222agy 134 8 is be VBZ work_njzbswnor5hvngpfyf2j222agy 134 9 same same JJ work_njzbswnor5hvngpfyf2j222agy 134 10 as as IN work_njzbswnor5hvngpfyf2j222agy 134 11 that that DT work_njzbswnor5hvngpfyf2j222agy 134 12 for for IN work_njzbswnor5hvngpfyf2j222agy 134 13 regression regression NN work_njzbswnor5hvngpfyf2j222agy 134 14 . . . work_njzbswnor5hvngpfyf2j222agy 135 1 Traditionally traditionally RB work_njzbswnor5hvngpfyf2j222agy 135 2 , , , work_njzbswnor5hvngpfyf2j222agy 135 3 an an DT work_njzbswnor5hvngpfyf2j222agy 135 4 inequality inequality NN work_njzbswnor5hvngpfyf2j222agy 135 5 constraint constraint NN work_njzbswnor5hvngpfyf2j222agy 135 6 is be VBZ work_njzbswnor5hvngpfyf2j222agy 135 7 exploited exploit VBN work_njzbswnor5hvngpfyf2j222agy 135 8 on on IN work_njzbswnor5hvngpfyf2j222agy 135 9 the the DT work_njzbswnor5hvngpfyf2j222agy 135 10 slack slack NN work_njzbswnor5hvngpfyf2j222agy 135 11 variables variable NNS work_njzbswnor5hvngpfyf2j222agy 135 12 ni ni NNP work_njzbswnor5hvngpfyf2j222agy 135 13 to to TO work_njzbswnor5hvngpfyf2j222agy 135 14 pun- pun- RB work_njzbswnor5hvngpfyf2j222agy 135 15 ish ish VB work_njzbswnor5hvngpfyf2j222agy 135 16 the the DT work_njzbswnor5hvngpfyf2j222agy 135 17 misclassified misclassifie VBN work_njzbswnor5hvngpfyf2j222agy 135 18 patterns pattern NNS work_njzbswnor5hvngpfyf2j222agy 135 19 only only RB work_njzbswnor5hvngpfyf2j222agy 135 20 . . . work_njzbswnor5hvngpfyf2j222agy 136 1 Nevertheless nevertheless RB work_njzbswnor5hvngpfyf2j222agy 136 2 , , , work_njzbswnor5hvngpfyf2j222agy 136 3 the the DT work_njzbswnor5hvngpfyf2j222agy 136 4 formulation formulation NN work_njzbswnor5hvngpfyf2j222agy 136 5 of of IN work_njzbswnor5hvngpfyf2j222agy 136 6 LS LS NNP work_njzbswnor5hvngpfyf2j222agy 136 7 - - HYPH work_njzbswnor5hvngpfyf2j222agy 136 8 SVM SVM NNP work_njzbswnor5hvngpfyf2j222agy 136 9 produces produce VBZ work_njzbswnor5hvngpfyf2j222agy 136 10 penalty penalty NN work_njzbswnor5hvngpfyf2j222agy 136 11 to to IN work_njzbswnor5hvngpfyf2j222agy 136 12 all all PDT work_njzbswnor5hvngpfyf2j222agy 136 13 the the DT work_njzbswnor5hvngpfyf2j222agy 136 14 patterns pattern NNS work_njzbswnor5hvngpfyf2j222agy 136 15 if if IN work_njzbswnor5hvngpfyf2j222agy 136 16 their -PRON- PRP$ work_njzbswnor5hvngpfyf2j222agy 136 17 discrimi- discrimi- NN work_njzbswnor5hvngpfyf2j222agy 136 18 nant nant JJ work_njzbswnor5hvngpfyf2j222agy 136 19 function function NN work_njzbswnor5hvngpfyf2j222agy 136 20 is be VBZ work_njzbswnor5hvngpfyf2j222agy 136 21 not not RB work_njzbswnor5hvngpfyf2j222agy 136 22 equal equal JJ work_njzbswnor5hvngpfyf2j222agy 136 23 to to IN work_njzbswnor5hvngpfyf2j222agy 136 24 the the DT work_njzbswnor5hvngpfyf2j222agy 136 25 corresponding correspond VBG work_njzbswnor5hvngpfyf2j222agy 136 26 target target NN work_njzbswnor5hvngpfyf2j222agy 136 27 value value NN work_njzbswnor5hvngpfyf2j222agy 136 28 , , , work_njzbswnor5hvngpfyf2j222agy 136 29 as as IN work_njzbswnor5hvngpfyf2j222agy 136 30 the the DT work_njzbswnor5hvngpfyf2j222agy 136 31 traditional traditional JJ work_njzbswnor5hvngpfyf2j222agy 136 32 regression regression NN work_njzbswnor5hvngpfyf2j222agy 136 33 formulation formulation NN work_njzbswnor5hvngpfyf2j222agy 136 34 does do VBZ work_njzbswnor5hvngpfyf2j222agy 136 35 . . . work_njzbswnor5hvngpfyf2j222agy 137 1 Standard standard JJ work_njzbswnor5hvngpfyf2j222agy 137 2 Lagrangian lagrangian JJ work_njzbswnor5hvngpfyf2j222agy 137 3 techniques technique NNS work_njzbswnor5hvngpfyf2j222agy 137 4 are be VBP work_njzbswnor5hvngpfyf2j222agy 137 5 used use VBN work_njzbswnor5hvngpfyf2j222agy 137 6 to to TO work_njzbswnor5hvngpfyf2j222agy 137 7 derive derive VB work_njzbswnor5hvngpfyf2j222agy 137 8 the the DT work_njzbswnor5hvngpfyf2j222agy 137 9 dual dual JJ work_njzbswnor5hvngpfyf2j222agy 137 10 problem problem NN work_njzbswnor5hvngpfyf2j222agy 137 11 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 137 12 Lukas Lukas NNP work_njzbswnor5hvngpfyf2j222agy 137 13 et et FW work_njzbswnor5hvngpfyf2j222agy 137 14 al al NNP work_njzbswnor5hvngpfyf2j222agy 137 15 . . NNP work_njzbswnor5hvngpfyf2j222agy 137 16 , , , work_njzbswnor5hvngpfyf2j222agy 137 17 2004 2004 CD work_njzbswnor5hvngpfyf2j222agy 137 18 ; ; : work_njzbswnor5hvngpfyf2j222agy 137 19 Suykens Suykens NNP work_njzbswnor5hvngpfyf2j222agy 137 20 & & CC work_njzbswnor5hvngpfyf2j222agy 137 21 Vandewalle Vandewalle NNP work_njzbswnor5hvngpfyf2j222agy 137 22 , , , work_njzbswnor5hvngpfyf2j222agy 137 23 1999 1999 CD work_njzbswnor5hvngpfyf2j222agy 137 24 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 137 25 . . . work_njzbswnor5hvngpfyf2j222agy 138 1 The the DT work_njzbswnor5hvngpfyf2j222agy 138 2 Lagrangian Lagrangian NNP work_njzbswnor5hvngpfyf2j222agy 138 3 for for IN work_njzbswnor5hvngpfyf2j222agy 138 4 the the DT work_njzbswnor5hvngpfyf2j222agy 138 5 pri- pri- JJ work_njzbswnor5hvngpfyf2j222agy 138 6 mal mal JJ work_njzbswnor5hvngpfyf2j222agy 138 7 problem problem NN work_njzbswnor5hvngpfyf2j222agy 138 8 is be VBZ work_njzbswnor5hvngpfyf2j222agy 138 9 Lðw lðw NN work_njzbswnor5hvngpfyf2j222agy 138 10 ; ; , work_njzbswnor5hvngpfyf2j222agy 138 11 b b NN work_njzbswnor5hvngpfyf2j222agy 138 12 ; ; : work_njzbswnor5hvngpfyf2j222agy 138 13 n n NN work_njzbswnor5hvngpfyf2j222agy 138 14 ; ; : work_njzbswnor5hvngpfyf2j222agy 138 15 aÞ¼ aþ¼ ADD work_njzbswnor5hvngpfyf2j222agy 138 16 1 1 CD work_njzbswnor5hvngpfyf2j222agy 138 17 2 2 CD work_njzbswnor5hvngpfyf2j222agy 138 18 kwk2 kwk2 NNP work_njzbswnor5hvngpfyf2j222agy 138 19 þ þ NNP work_njzbswnor5hvngpfyf2j222agy 138 20 C C NNP work_njzbswnor5hvngpfyf2j222agy 138 21 2 2 CD work_njzbswnor5hvngpfyf2j222agy 138 22 Xn Xn NNP work_njzbswnor5hvngpfyf2j222agy 138 23 i¼1 i¼1 NNS work_njzbswnor5hvngpfyf2j222agy 138 24 n2i n2i NNP work_njzbswnor5hvngpfyf2j222agy 138 25 þ þ NNP work_njzbswnor5hvngpfyf2j222agy 138 26 Xn Xn NNP work_njzbswnor5hvngpfyf2j222agy 138 27 i¼1 i¼1 CD work_njzbswnor5hvngpfyf2j222agy 138 28 aifyi aifyi NN work_njzbswnor5hvngpfyf2j222agy 138 29 � � NNP work_njzbswnor5hvngpfyf2j222agy 138 30 ðw:/ðxÞþ ðw:/ðxÞþ NNP work_njzbswnor5hvngpfyf2j222agy 138 31 bÞ bÞ NNP work_njzbswnor5hvngpfyf2j222agy 138 32 � � NNP work_njzbswnor5hvngpfyf2j222agy 138 33 nig nig NNP work_njzbswnor5hvngpfyf2j222agy 138 34 ð8Þ ð8Þ NNP work_njzbswnor5hvngpfyf2j222agy 138 35 Signal Signal NNP work_njzbswnor5hvngpfyf2j222agy 138 36 C C NNP work_njzbswnor5hvngpfyf2j222agy 138 37 D D NNP work_njzbswnor5hvngpfyf2j222agy 138 38 DWThigh dwthigh JJ work_njzbswnor5hvngpfyf2j222agy 138 39 - - HYPH work_njzbswnor5hvngpfyf2j222agy 138 40 passlow passlow NN work_njzbswnor5hvngpfyf2j222agy 138 41 - - HYPH work_njzbswnor5hvngpfyf2j222agy 138 42 pass pass NN work_njzbswnor5hvngpfyf2j222agy 138 43 Terminal terminal JJ work_njzbswnor5hvngpfyf2j222agy 138 44 nodes node NNS work_njzbswnor5hvngpfyf2j222agy 138 45 Fig Fig NNP work_njzbswnor5hvngpfyf2j222agy 138 46 . . . work_njzbswnor5hvngpfyf2j222agy 139 1 3 3 LS work_njzbswnor5hvngpfyf2j222agy 139 2 . . . work_njzbswnor5hvngpfyf2j222agy 140 1 Wavelet wavelet JJ work_njzbswnor5hvngpfyf2j222agy 140 2 packet packet NN work_njzbswnor5hvngpfyf2j222agy 140 3 decomposition decomposition NN work_njzbswnor5hvngpfyf2j222agy 140 4 . . . work_njzbswnor5hvngpfyf2j222agy 141 1 4234 4234 CD work_njzbswnor5hvngpfyf2j222agy 141 2 D. D. NNP work_njzbswnor5hvngpfyf2j222agy 141 3 Hanbay Hanbay NNP work_njzbswnor5hvngpfyf2j222agy 141 4 / / SYM work_njzbswnor5hvngpfyf2j222agy 141 5 Expert Expert NNP work_njzbswnor5hvngpfyf2j222agy 141 6 Systems Systems NNPS work_njzbswnor5hvngpfyf2j222agy 141 7 with with IN work_njzbswnor5hvngpfyf2j222agy 141 8 Applications Applications NNPS work_njzbswnor5hvngpfyf2j222agy 141 9 36 36 CD work_njzbswnor5hvngpfyf2j222agy 141 10 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 141 11 2009 2009 CD work_njzbswnor5hvngpfyf2j222agy 141 12 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 141 13 4232–4238 4232–4238 CD work_njzbswnor5hvngpfyf2j222agy 141 14 Author author NN work_njzbswnor5hvngpfyf2j222agy 141 15 's 's POS work_njzbswnor5hvngpfyf2j222agy 141 16 personal personal JJ work_njzbswnor5hvngpfyf2j222agy 141 17 copy copy NN work_njzbswnor5hvngpfyf2j222agy 141 18 where where WRB work_njzbswnor5hvngpfyf2j222agy 141 19 ai ai VBP work_njzbswnor5hvngpfyf2j222agy 141 20 are be VBP work_njzbswnor5hvngpfyf2j222agy 141 21 Lagrangian lagrangian JJ work_njzbswnor5hvngpfyf2j222agy 141 22 multipliers multiplier NNS work_njzbswnor5hvngpfyf2j222agy 141 23 . . . work_njzbswnor5hvngpfyf2j222agy 142 1 The the DT work_njzbswnor5hvngpfyf2j222agy 142 2 Karush Karush NNP work_njzbswnor5hvngpfyf2j222agy 142 3 – – : work_njzbswnor5hvngpfyf2j222agy 142 4 Kuhn Kuhn NNP work_njzbswnor5hvngpfyf2j222agy 142 5 – – : work_njzbswnor5hvngpfyf2j222agy 142 6 Tucker Tucker NNP work_njzbswnor5hvngpfyf2j222agy 142 7 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 142 8 KKT KKT NNP work_njzbswnor5hvngpfyf2j222agy 142 9 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 142 10 conditions condition NNS work_njzbswnor5hvngpfyf2j222agy 142 11 for for IN work_njzbswnor5hvngpfyf2j222agy 142 12 the the DT work_njzbswnor5hvngpfyf2j222agy 142 13 primal primal JJ work_njzbswnor5hvngpfyf2j222agy 142 14 problem problem NN work_njzbswnor5hvngpfyf2j222agy 142 15 are be VBP work_njzbswnor5hvngpfyf2j222agy 142 16 oL oL NNP work_njzbswnor5hvngpfyf2j222agy 142 17 ow ow IN work_njzbswnor5hvngpfyf2j222agy 142 18 ¼ ¼ NNP work_njzbswnor5hvngpfyf2j222agy 142 19 0 0 CD work_njzbswnor5hvngpfyf2j222agy 142 20 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 142 21 w w NNP work_njzbswnor5hvngpfyf2j222agy 142 22 ¼ ¼ NNP work_njzbswnor5hvngpfyf2j222agy 142 23 Xn Xn NNP work_njzbswnor5hvngpfyf2j222agy 142 24 i¼1 i¼1 NNP work_njzbswnor5hvngpfyf2j222agy 142 25 ai ai NNP work_njzbswnor5hvngpfyf2j222agy 142 26 / / SYM work_njzbswnor5hvngpfyf2j222agy 142 27 ðxiÞ ðxiþ CD work_njzbswnor5hvngpfyf2j222agy 142 28 ð9Þ ð9Þ NNP work_njzbswnor5hvngpfyf2j222agy 142 29 oL oL NNP work_njzbswnor5hvngpfyf2j222agy 142 30 ob ob NNP work_njzbswnor5hvngpfyf2j222agy 142 31 ¼ ¼ NNP work_njzbswnor5hvngpfyf2j222agy 142 32 0 0 CD work_njzbswnor5hvngpfyf2j222agy 142 33 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 142 34 Xn Xn NNP work_njzbswnor5hvngpfyf2j222agy 142 35 i¼1 i¼1 NNP work_njzbswnor5hvngpfyf2j222agy 142 36 ai ai VBP work_njzbswnor5hvngpfyf2j222agy 142 37 ¼ ¼ RB work_njzbswnor5hvngpfyf2j222agy 142 38 0 0 CD work_njzbswnor5hvngpfyf2j222agy 142 39 ð10Þ ð10Þ NNP work_njzbswnor5hvngpfyf2j222agy 142 40 oL oL NNP work_njzbswnor5hvngpfyf2j222agy 142 41 oni oni NNP work_njzbswnor5hvngpfyf2j222agy 142 42 ¼ ¼ NNP work_njzbswnor5hvngpfyf2j222agy 142 43 0 0 CD work_njzbswnor5hvngpfyf2j222agy 142 44 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 142 45 ai ai VBP work_njzbswnor5hvngpfyf2j222agy 142 46 ¼ ¼ NNP work_njzbswnor5hvngpfyf2j222agy 142 47 Cni Cni NNP work_njzbswnor5hvngpfyf2j222agy 142 48 8i 8i NNP work_njzbswnor5hvngpfyf2j222agy 142 49 ð11Þ ð11Þ NNS work_njzbswnor5hvngpfyf2j222agy 142 50 Together together RB work_njzbswnor5hvngpfyf2j222agy 142 51 with with IN work_njzbswnor5hvngpfyf2j222agy 142 52 the the DT work_njzbswnor5hvngpfyf2j222agy 142 53 KKT KKT NNP work_njzbswnor5hvngpfyf2j222agy 142 54 conditions condition NNS work_njzbswnor5hvngpfyf2j222agy 142 55 for for IN work_njzbswnor5hvngpfyf2j222agy 142 56 Lagrangian lagrangian JJ work_njzbswnor5hvngpfyf2j222agy 142 57 multipliers multiplier NNS work_njzbswnor5hvngpfyf2j222agy 142 58 ai ai VBP work_njzbswnor5hvngpfyf2j222agy 142 59 , , , work_njzbswnor5hvngpfyf2j222agy 142 60 Suy- Suy- NNP work_njzbswnor5hvngpfyf2j222agy 142 61 kens ken NNS work_njzbswnor5hvngpfyf2j222agy 142 62 and and CC work_njzbswnor5hvngpfyf2j222agy 142 63 Vandewalle Vandewalle NNP work_njzbswnor5hvngpfyf2j222agy 142 64 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 142 65 1999 1999 CD work_njzbswnor5hvngpfyf2j222agy 142 66 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 142 67 write write VB work_njzbswnor5hvngpfyf2j222agy 142 68 them -PRON- PRP work_njzbswnor5hvngpfyf2j222agy 142 69 as as IN work_njzbswnor5hvngpfyf2j222agy 142 70 a a DT work_njzbswnor5hvngpfyf2j222agy 142 71 linear linear JJ work_njzbswnor5hvngpfyf2j222agy 142 72 system system NN work_njzbswnor5hvngpfyf2j222agy 142 73 , , , work_njzbswnor5hvngpfyf2j222agy 142 74 and and CC work_njzbswnor5hvngpfyf2j222agy 142 75 sug- sug- RB work_njzbswnor5hvngpfyf2j222agy 142 76 gest gest VB work_njzbswnor5hvngpfyf2j222agy 142 77 to to TO work_njzbswnor5hvngpfyf2j222agy 142 78 solve solve VB work_njzbswnor5hvngpfyf2j222agy 142 79 two two CD work_njzbswnor5hvngpfyf2j222agy 142 80 linear linear JJ work_njzbswnor5hvngpfyf2j222agy 142 81 systems system NNS work_njzbswnor5hvngpfyf2j222agy 142 82 and and CC work_njzbswnor5hvngpfyf2j222agy 142 83 then then RB work_njzbswnor5hvngpfyf2j222agy 142 84 combine combine VB work_njzbswnor5hvngpfyf2j222agy 142 85 the the DT work_njzbswnor5hvngpfyf2j222agy 142 86 results result NNS work_njzbswnor5hvngpfyf2j222agy 142 87 to to TO work_njzbswnor5hvngpfyf2j222agy 142 88 get get VB work_njzbswnor5hvngpfyf2j222agy 142 89 the the DT work_njzbswnor5hvngpfyf2j222agy 142 90 final final JJ work_njzbswnor5hvngpfyf2j222agy 142 91 solution solution NN work_njzbswnor5hvngpfyf2j222agy 142 92 to to IN work_njzbswnor5hvngpfyf2j222agy 142 93 the the DT work_njzbswnor5hvngpfyf2j222agy 142 94 KKT KKT NNP work_njzbswnor5hvngpfyf2j222agy 142 95 linear linear NN work_njzbswnor5hvngpfyf2j222agy 142 96 system system NN work_njzbswnor5hvngpfyf2j222agy 142 97 . . . work_njzbswnor5hvngpfyf2j222agy 143 1 3 3 LS work_njzbswnor5hvngpfyf2j222agy 143 2 . . . work_njzbswnor5hvngpfyf2j222agy 144 1 Methodology Methodology NNP work_njzbswnor5hvngpfyf2j222agy 144 2 Fig Fig NNP work_njzbswnor5hvngpfyf2j222agy 144 3 . . . work_njzbswnor5hvngpfyf2j222agy 145 1 4 4 CD work_njzbswnor5hvngpfyf2j222agy 145 2 shows show VBZ work_njzbswnor5hvngpfyf2j222agy 145 3 the the DT work_njzbswnor5hvngpfyf2j222agy 145 4 used use VBN work_njzbswnor5hvngpfyf2j222agy 145 5 decision decision NN work_njzbswnor5hvngpfyf2j222agy 145 6 support support NN work_njzbswnor5hvngpfyf2j222agy 145 7 system system NN work_njzbswnor5hvngpfyf2j222agy 145 8 block block NNP work_njzbswnor5hvngpfyf2j222agy 145 9 diagram diagram NNP work_njzbswnor5hvngpfyf2j222agy 145 10 . . . work_njzbswnor5hvngpfyf2j222agy 146 1 It -PRON- PRP work_njzbswnor5hvngpfyf2j222agy 146 2 consists consist VBZ work_njzbswnor5hvngpfyf2j222agy 146 3 of of IN work_njzbswnor5hvngpfyf2j222agy 146 4 three three CD work_njzbswnor5hvngpfyf2j222agy 146 5 parts part NNS work_njzbswnor5hvngpfyf2j222agy 146 6 : : : work_njzbswnor5hvngpfyf2j222agy 146 7 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 146 8 a a DT work_njzbswnor5hvngpfyf2j222agy 146 9 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 146 10 data data NN work_njzbswnor5hvngpfyf2j222agy 146 11 acquisition acquisition NN work_njzbswnor5hvngpfyf2j222agy 146 12 and and CC work_njzbswnor5hvngpfyf2j222agy 146 13 pre pre NN work_njzbswnor5hvngpfyf2j222agy 146 14 - - JJ work_njzbswnor5hvngpfyf2j222agy 146 15 processing processing NN work_njzbswnor5hvngpfyf2j222agy 146 16 , , , work_njzbswnor5hvngpfyf2j222agy 146 17 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 146 18 b b LS work_njzbswnor5hvngpfyf2j222agy 146 19 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 146 20 feature feature NN work_njzbswnor5hvngpfyf2j222agy 146 21 extraction extraction NN work_njzbswnor5hvngpfyf2j222agy 146 22 , , , work_njzbswnor5hvngpfyf2j222agy 146 23 and and CC work_njzbswnor5hvngpfyf2j222agy 146 24 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 146 25 c c NN work_njzbswnor5hvngpfyf2j222agy 146 26 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 146 27 classification classification NN work_njzbswnor5hvngpfyf2j222agy 146 28 by by IN work_njzbswnor5hvngpfyf2j222agy 146 29 LS LS NNP work_njzbswnor5hvngpfyf2j222agy 146 30 - - HYPH work_njzbswnor5hvngpfyf2j222agy 146 31 SVM SVM NNP work_njzbswnor5hvngpfyf2j222agy 146 32 . . . work_njzbswnor5hvngpfyf2j222agy 147 1 3.1 3.1 CD work_njzbswnor5hvngpfyf2j222agy 147 2 . . . work_njzbswnor5hvngpfyf2j222agy 148 1 Data datum NNS work_njzbswnor5hvngpfyf2j222agy 148 2 acquisition acquisition NN work_njzbswnor5hvngpfyf2j222agy 148 3 and and CC work_njzbswnor5hvngpfyf2j222agy 148 4 pre pre NN work_njzbswnor5hvngpfyf2j222agy 148 5 - - JJ work_njzbswnor5hvngpfyf2j222agy 148 6 processing process VBG work_njzbswnor5hvngpfyf2j222agy 148 7 All all PDT work_njzbswnor5hvngpfyf2j222agy 148 8 the the DT work_njzbswnor5hvngpfyf2j222agy 148 9 original original JJ work_njzbswnor5hvngpfyf2j222agy 148 10 audio audio JJ work_njzbswnor5hvngpfyf2j222agy 148 11 DHS DHS NNP work_njzbswnor5hvngpfyf2j222agy 148 12 signals signal NNS work_njzbswnor5hvngpfyf2j222agy 148 13 were be VBD work_njzbswnor5hvngpfyf2j222agy 148 14 acquired acquire VBN work_njzbswnor5hvngpfyf2j222agy 148 15 from from IN work_njzbswnor5hvngpfyf2j222agy 148 16 the the DT work_njzbswnor5hvngpfyf2j222agy 148 17 Acu- Acu- NNP work_njzbswnor5hvngpfyf2j222agy 148 18 son son NN work_njzbswnor5hvngpfyf2j222agy 148 19 Sequoia Sequoia NNP work_njzbswnor5hvngpfyf2j222agy 148 20 512 512 CD work_njzbswnor5hvngpfyf2j222agy 148 21 Model Model NNP work_njzbswnor5hvngpfyf2j222agy 148 22 Doppler Doppler NNP work_njzbswnor5hvngpfyf2j222agy 148 23 Ultrasound Ultrasound NNP work_njzbswnor5hvngpfyf2j222agy 148 24 system system NN work_njzbswnor5hvngpfyf2j222agy 148 25 in in IN work_njzbswnor5hvngpfyf2j222agy 148 26 the the DT work_njzbswnor5hvngpfyf2j222agy 148 27 Cardiol- Cardiol- NNP work_njzbswnor5hvngpfyf2j222agy 148 28 ogy ogy NNP work_njzbswnor5hvngpfyf2j222agy 148 29 Department Department NNP work_njzbswnor5hvngpfyf2j222agy 148 30 of of IN work_njzbswnor5hvngpfyf2j222agy 148 31 the the DT work_njzbswnor5hvngpfyf2j222agy 148 32 Firat Firat NNP work_njzbswnor5hvngpfyf2j222agy 148 33 Medical Medical NNP work_njzbswnor5hvngpfyf2j222agy 148 34 Center Center NNP work_njzbswnor5hvngpfyf2j222agy 148 35 . . . work_njzbswnor5hvngpfyf2j222agy 149 1 DHS DHS NNP work_njzbswnor5hvngpfyf2j222agy 149 2 signals signal NNS work_njzbswnor5hvngpfyf2j222agy 149 3 were be VBD work_njzbswnor5hvngpfyf2j222agy 149 4 sampled sample VBN work_njzbswnor5hvngpfyf2j222agy 149 5 at at IN work_njzbswnor5hvngpfyf2j222agy 149 6 20 20 CD work_njzbswnor5hvngpfyf2j222agy 149 7 kHz kHz NNS work_njzbswnor5hvngpfyf2j222agy 149 8 for for IN work_njzbswnor5hvngpfyf2j222agy 149 9 5 5 CD work_njzbswnor5hvngpfyf2j222agy 149 10 s s NNS work_njzbswnor5hvngpfyf2j222agy 149 11 and and CC work_njzbswnor5hvngpfyf2j222agy 149 12 signal signal NN work_njzbswnor5hvngpfyf2j222agy 149 13 - - HYPH work_njzbswnor5hvngpfyf2j222agy 149 14 to to IN work_njzbswnor5hvngpfyf2j222agy 149 15 - - HYPH work_njzbswnor5hvngpfyf2j222agy 149 16 noise noise NN work_njzbswnor5hvngpfyf2j222agy 149 17 ratio ratio NN work_njzbswnor5hvngpfyf2j222agy 149 18 of of IN work_njzbswnor5hvngpfyf2j222agy 149 19 0 0 CD work_njzbswnor5hvngpfyf2j222agy 149 20 dB db NN work_njzbswnor5hvngpfyf2j222agy 149 21 by by IN work_njzbswnor5hvngpfyf2j222agy 149 22 using use VBG work_njzbswnor5hvngpfyf2j222agy 149 23 a a DT work_njzbswnor5hvngpfyf2j222agy 149 24 sound sound JJ work_njzbswnor5hvngpfyf2j222agy 149 25 card card NN work_njzbswnor5hvngpfyf2j222agy 149 26 which which WDT work_njzbswnor5hvngpfyf2j222agy 149 27 has have VBZ work_njzbswnor5hvngpfyf2j222agy 149 28 a a DT work_njzbswnor5hvngpfyf2j222agy 149 29 16-bit 16-bit CD work_njzbswnor5hvngpfyf2j222agy 149 30 A a NN work_njzbswnor5hvngpfyf2j222agy 149 31 / / SYM work_njzbswnor5hvngpfyf2j222agy 149 32 D D NNP work_njzbswnor5hvngpfyf2j222agy 149 33 conversion conversion NN work_njzbswnor5hvngpfyf2j222agy 149 34 resolution resolution NN work_njzbswnor5hvngpfyf2j222agy 149 35 and and CC work_njzbswnor5hvngpfyf2j222agy 149 36 a a DT work_njzbswnor5hvngpfyf2j222agy 149 37 computer computer NN work_njzbswnor5hvngpfyf2j222agy 149 38 software software NN work_njzbswnor5hvngpfyf2j222agy 149 39 prepared prepare VBN work_njzbswnor5hvngpfyf2j222agy 149 40 by by IN work_njzbswnor5hvngpfyf2j222agy 149 41 us -PRON- PRP work_njzbswnor5hvngpfyf2j222agy 149 42 in in IN work_njzbswnor5hvngpfyf2j222agy 149 43 the the DT work_njzbswnor5hvngpfyf2j222agy 149 44 MATLAB MATLAB NNP work_njzbswnor5hvngpfyf2j222agy 149 45 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 149 46 version version NN work_njzbswnor5hvngpfyf2j222agy 149 47 5.3 5.3 CD work_njzbswnor5hvngpfyf2j222agy 149 48 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 149 49 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 149 50 The the DT work_njzbswnor5hvngpfyf2j222agy 149 51 MathWorks MathWorks NNP work_njzbswnor5hvngpfyf2j222agy 149 52 Inc. Inc. NNP work_njzbswnor5hvngpfyf2j222agy 149 53 Natick Natick NNP work_njzbswnor5hvngpfyf2j222agy 149 54 , , , work_njzbswnor5hvngpfyf2j222agy 149 55 MA MA NNP work_njzbswnor5hvngpfyf2j222agy 149 56 , , , work_njzbswnor5hvngpfyf2j222agy 149 57 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 149 58 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 149 59 . . . work_njzbswnor5hvngpfyf2j222agy 150 1 The the DT work_njzbswnor5hvngpfyf2j222agy 150 2 Doppler Doppler NNP work_njzbswnor5hvngpfyf2j222agy 150 3 ultrasonic ultrasonic JJ work_njzbswnor5hvngpfyf2j222agy 150 4 flow flow NN work_njzbswnor5hvngpfyf2j222agy 150 5 transducer transducer NN work_njzbswnor5hvngpfyf2j222agy 150 6 used use VBN work_njzbswnor5hvngpfyf2j222agy 150 7 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 150 8 Model Model NNP work_njzbswnor5hvngpfyf2j222agy 150 9 3V2c 3V2c NNP work_njzbswnor5hvngpfyf2j222agy 150 10 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 150 11 was be VBD work_njzbswnor5hvngpfyf2j222agy 150 12 run run VBN work_njzbswnor5hvngpfyf2j222agy 150 13 at at IN work_njzbswnor5hvngpfyf2j222agy 150 14 an an DT work_njzbswnor5hvngpfyf2j222agy 150 15 operating operating NN work_njzbswnor5hvngpfyf2j222agy 150 16 mode mode NN work_njzbswnor5hvngpfyf2j222agy 150 17 of of IN work_njzbswnor5hvngpfyf2j222agy 150 18 2 2 CD work_njzbswnor5hvngpfyf2j222agy 150 19 MHz MHz NNS work_njzbswnor5hvngpfyf2j222agy 150 20 continuous continuous JJ work_njzbswnor5hvngpfyf2j222agy 150 21 wave wave NN work_njzbswnor5hvngpfyf2j222agy 150 22 . . . work_njzbswnor5hvngpfyf2j222agy 151 1 The the DT work_njzbswnor5hvngpfyf2j222agy 151 2 Doppler Doppler NNP work_njzbswnor5hvngpfyf2j222agy 151 3 signals signal NNS work_njzbswnor5hvngpfyf2j222agy 151 4 of of IN work_njzbswnor5hvngpfyf2j222agy 151 5 the the DT work_njzbswnor5hvngpfyf2j222agy 151 6 heart heart NN work_njzbswnor5hvngpfyf2j222agy 151 7 valves valve NNS work_njzbswnor5hvngpfyf2j222agy 151 8 were be VBD work_njzbswnor5hvngpfyf2j222agy 151 9 obtained obtain VBN work_njzbswnor5hvngpfyf2j222agy 151 10 by by IN work_njzbswnor5hvngpfyf2j222agy 151 11 placing place VBG work_njzbswnor5hvngpfyf2j222agy 151 12 the the DT work_njzbswnor5hvngpfyf2j222agy 151 13 transducer transducer NN work_njzbswnor5hvngpfyf2j222agy 151 14 over over IN work_njzbswnor5hvngpfyf2j222agy 151 15 the the DT work_njzbswnor5hvngpfyf2j222agy 151 16 chest chest NN work_njzbswnor5hvngpfyf2j222agy 151 17 of of IN work_njzbswnor5hvngpfyf2j222agy 151 18 the the DT work_njzbswnor5hvngpfyf2j222agy 151 19 pa- pa- NN work_njzbswnor5hvngpfyf2j222agy 151 20 tient tient NN work_njzbswnor5hvngpfyf2j222agy 151 21 with with IN work_njzbswnor5hvngpfyf2j222agy 151 22 the the DT work_njzbswnor5hvngpfyf2j222agy 151 23 aid aid NN work_njzbswnor5hvngpfyf2j222agy 151 24 of of IN work_njzbswnor5hvngpfyf2j222agy 151 25 an an DT work_njzbswnor5hvngpfyf2j222agy 151 26 ultrasonic ultrasonic JJ work_njzbswnor5hvngpfyf2j222agy 151 27 image image NN work_njzbswnor5hvngpfyf2j222agy 151 28 . . . work_njzbswnor5hvngpfyf2j222agy 152 1 The the DT work_njzbswnor5hvngpfyf2j222agy 152 2 digitised digitised JJ work_njzbswnor5hvngpfyf2j222agy 152 3 data datum NNS work_njzbswnor5hvngpfyf2j222agy 152 4 , , , work_njzbswnor5hvngpfyf2j222agy 152 5 which which WDT work_njzbswnor5hvngpfyf2j222agy 152 6 have have VBP work_njzbswnor5hvngpfyf2j222agy 152 7 39 39 CD work_njzbswnor5hvngpfyf2j222agy 152 8 normal normal JJ work_njzbswnor5hvngpfyf2j222agy 152 9 and and CC work_njzbswnor5hvngpfyf2j222agy 152 10 66 66 CD work_njzbswnor5hvngpfyf2j222agy 152 11 abnormal abnormal JJ work_njzbswnor5hvngpfyf2j222agy 152 12 subjects subject NNS work_njzbswnor5hvngpfyf2j222agy 152 13 , , , work_njzbswnor5hvngpfyf2j222agy 152 14 were be VBD work_njzbswnor5hvngpfyf2j222agy 152 15 stored store VBN work_njzbswnor5hvngpfyf2j222agy 152 16 on on IN work_njzbswnor5hvngpfyf2j222agy 152 17 hard hard JJ work_njzbswnor5hvngpfyf2j222agy 152 18 disk disk NN work_njzbswnor5hvngpfyf2j222agy 152 19 of of IN work_njzbswnor5hvngpfyf2j222agy 152 20 the the DT work_njzbswnor5hvngpfyf2j222agy 152 21 PC pc NN work_njzbswnor5hvngpfyf2j222agy 152 22 . . . work_njzbswnor5hvngpfyf2j222agy 153 1 The the DT work_njzbswnor5hvngpfyf2j222agy 153 2 subject subject JJ work_njzbswnor5hvngpfyf2j222agy 153 3 group group NN work_njzbswnor5hvngpfyf2j222agy 153 4 consisted consist VBD work_njzbswnor5hvngpfyf2j222agy 153 5 of of IN work_njzbswnor5hvngpfyf2j222agy 153 6 58 58 CD work_njzbswnor5hvngpfyf2j222agy 153 7 males male NNS work_njzbswnor5hvngpfyf2j222agy 153 8 and and CC work_njzbswnor5hvngpfyf2j222agy 153 9 47 47 CD work_njzbswnor5hvngpfyf2j222agy 153 10 fe- fe- CD work_njzbswnor5hvngpfyf2j222agy 153 11 males male NNS work_njzbswnor5hvngpfyf2j222agy 153 12 with with IN work_njzbswnor5hvngpfyf2j222agy 153 13 the the DT work_njzbswnor5hvngpfyf2j222agy 153 14 ages age NNS work_njzbswnor5hvngpfyf2j222agy 153 15 ranging range VBG work_njzbswnor5hvngpfyf2j222agy 153 16 from from IN work_njzbswnor5hvngpfyf2j222agy 153 17 19 19 CD work_njzbswnor5hvngpfyf2j222agy 153 18 to to TO work_njzbswnor5hvngpfyf2j222agy 153 19 78 78 CD work_njzbswnor5hvngpfyf2j222agy 153 20 years year NNS work_njzbswnor5hvngpfyf2j222agy 153 21 . . . work_njzbswnor5hvngpfyf2j222agy 154 1 The the DT work_njzbswnor5hvngpfyf2j222agy 154 2 average average JJ work_njzbswnor5hvngpfyf2j222agy 154 3 age age NN work_njzbswnor5hvngpfyf2j222agy 154 4 of of IN work_njzbswnor5hvngpfyf2j222agy 154 5 the the DT work_njzbswnor5hvngpfyf2j222agy 154 6 subjects subject NNS work_njzbswnor5hvngpfyf2j222agy 154 7 was be VBD work_njzbswnor5hvngpfyf2j222agy 154 8 47.5 47.5 CD work_njzbswnor5hvngpfyf2j222agy 154 9 years year NNS work_njzbswnor5hvngpfyf2j222agy 154 10 . . . work_njzbswnor5hvngpfyf2j222agy 155 1 Pre pre JJ work_njzbswnor5hvngpfyf2j222agy 155 2 - - JJ work_njzbswnor5hvngpfyf2j222agy 155 3 processing processing NN work_njzbswnor5hvngpfyf2j222agy 155 4 to to TO work_njzbswnor5hvngpfyf2j222agy 155 5 obtain obtain VB work_njzbswnor5hvngpfyf2j222agy 155 6 the the DT work_njzbswnor5hvngpfyf2j222agy 155 7 feature feature NN work_njzbswnor5hvngpfyf2j222agy 155 8 vector vector NN work_njzbswnor5hvngpfyf2j222agy 155 9 was be VBD work_njzbswnor5hvngpfyf2j222agy 155 10 performed perform VBN work_njzbswnor5hvngpfyf2j222agy 155 11 on on IN work_njzbswnor5hvngpfyf2j222agy 155 12 the the DT work_njzbswnor5hvngpfyf2j222agy 155 13 digitized digitized JJ work_njzbswnor5hvngpfyf2j222agy 155 14 signal signal NN work_njzbswnor5hvngpfyf2j222agy 155 15 in in IN work_njzbswnor5hvngpfyf2j222agy 155 16 the the DT work_njzbswnor5hvngpfyf2j222agy 155 17 following follow VBG work_njzbswnor5hvngpfyf2j222agy 155 18 order order NN work_njzbswnor5hvngpfyf2j222agy 155 19 . . . work_njzbswnor5hvngpfyf2j222agy 156 1 3.1.1 3.1.1 NNP work_njzbswnor5hvngpfyf2j222agy 156 2 . . . work_njzbswnor5hvngpfyf2j222agy 157 1 Filtering filter VBG work_njzbswnor5hvngpfyf2j222agy 157 2 The the DT work_njzbswnor5hvngpfyf2j222agy 157 3 reserved reserved JJ work_njzbswnor5hvngpfyf2j222agy 157 4 DHS DHS NNP work_njzbswnor5hvngpfyf2j222agy 157 5 signals signal NNS work_njzbswnor5hvngpfyf2j222agy 157 6 were be VBD work_njzbswnor5hvngpfyf2j222agy 157 7 high high JJ work_njzbswnor5hvngpfyf2j222agy 157 8 - - HYPH work_njzbswnor5hvngpfyf2j222agy 157 9 pass pass NN work_njzbswnor5hvngpfyf2j222agy 157 10 filtered filter VBN work_njzbswnor5hvngpfyf2j222agy 157 11 to to TO work_njzbswnor5hvngpfyf2j222agy 157 12 remove remove VB work_njzbswnor5hvngpfyf2j222agy 157 13 un- un- JJ work_njzbswnor5hvngpfyf2j222agy 157 14 wanted wanted JJ work_njzbswnor5hvngpfyf2j222agy 157 15 low low JJ work_njzbswnor5hvngpfyf2j222agy 157 16 - - HYPH work_njzbswnor5hvngpfyf2j222agy 157 17 frequency frequency NN work_njzbswnor5hvngpfyf2j222agy 157 18 components component NNS work_njzbswnor5hvngpfyf2j222agy 157 19 , , , work_njzbswnor5hvngpfyf2j222agy 157 20 because because IN work_njzbswnor5hvngpfyf2j222agy 157 21 the the DT work_njzbswnor5hvngpfyf2j222agy 157 22 DHS DHS NNP work_njzbswnor5hvngpfyf2j222agy 157 23 signals signal NNS work_njzbswnor5hvngpfyf2j222agy 157 24 are be VBP work_njzbswnor5hvngpfyf2j222agy 157 25 generally generally RB work_njzbswnor5hvngpfyf2j222agy 157 26 in in IN work_njzbswnor5hvngpfyf2j222agy 157 27 the the DT work_njzbswnor5hvngpfyf2j222agy 157 28 range range NN work_njzbswnor5hvngpfyf2j222agy 157 29 of of IN work_njzbswnor5hvngpfyf2j222agy 157 30 0.5–10 0.5–10 CD work_njzbswnor5hvngpfyf2j222agy 157 31 kHz kHz NNS work_njzbswnor5hvngpfyf2j222agy 157 32 . . . work_njzbswnor5hvngpfyf2j222agy 158 1 The the DT work_njzbswnor5hvngpfyf2j222agy 158 2 filter filter NN work_njzbswnor5hvngpfyf2j222agy 158 3 is be VBZ work_njzbswnor5hvngpfyf2j222agy 158 4 a a DT work_njzbswnor5hvngpfyf2j222agy 158 5 digital digital JJ work_njzbswnor5hvngpfyf2j222agy 158 6 FIR FIR NNP work_njzbswnor5hvngpfyf2j222agy 158 7 , , , work_njzbswnor5hvngpfyf2j222agy 158 8 which which WDT work_njzbswnor5hvngpfyf2j222agy 158 9 is be VBZ work_njzbswnor5hvngpfyf2j222agy 158 10 a a DT work_njzbswnor5hvngpfyf2j222agy 158 11 fiftieth fiftieth JJ work_njzbswnor5hvngpfyf2j222agy 158 12 - - HYPH work_njzbswnor5hvngpfyf2j222agy 158 13 order order NN work_njzbswnor5hvngpfyf2j222agy 158 14 filter filter NN work_njzbswnor5hvngpfyf2j222agy 158 15 with with IN work_njzbswnor5hvngpfyf2j222agy 158 16 a a DT work_njzbswnor5hvngpfyf2j222agy 158 17 cut cut VB work_njzbswnor5hvngpfyf2j222agy 158 18 - - HYPH work_njzbswnor5hvngpfyf2j222agy 158 19 off off RP work_njzbswnor5hvngpfyf2j222agy 158 20 frequency frequency NN work_njzbswnor5hvngpfyf2j222agy 158 21 equal equal JJ work_njzbswnor5hvngpfyf2j222agy 158 22 to to IN work_njzbswnor5hvngpfyf2j222agy 158 23 500 500 CD work_njzbswnor5hvngpfyf2j222agy 158 24 Hz Hz NNP work_njzbswnor5hvngpfyf2j222agy 158 25 and and CC work_njzbswnor5hvngpfyf2j222agy 158 26 window window NN work_njzbswnor5hvngpfyf2j222agy 158 27 type type NN work_njzbswnor5hvngpfyf2j222agy 158 28 is be VBZ work_njzbswnor5hvngpfyf2j222agy 158 29 the the DT work_njzbswnor5hvngpfyf2j222agy 158 30 51-point 51-point CD work_njzbswnor5hvngpfyf2j222agy 158 31 symmetric symmetric JJ work_njzbswnor5hvngpfyf2j222agy 158 32 Hamming Hamming NNP work_njzbswnor5hvngpfyf2j222agy 158 33 window window NN work_njzbswnor5hvngpfyf2j222agy 158 34 . . . work_njzbswnor5hvngpfyf2j222agy 159 1 3.1.2 3.1.2 CD work_njzbswnor5hvngpfyf2j222agy 159 2 . . . work_njzbswnor5hvngpfyf2j222agy 160 1 White White NNP work_njzbswnor5hvngpfyf2j222agy 160 2 de de NNP work_njzbswnor5hvngpfyf2j222agy 160 3 - - JJ work_njzbswnor5hvngpfyf2j222agy 160 4 noising noise VBG work_njzbswnor5hvngpfyf2j222agy 160 5 White white JJ work_njzbswnor5hvngpfyf2j222agy 160 6 noise noise NN work_njzbswnor5hvngpfyf2j222agy 160 7 is be VBZ work_njzbswnor5hvngpfyf2j222agy 160 8 a a DT work_njzbswnor5hvngpfyf2j222agy 160 9 random random JJ work_njzbswnor5hvngpfyf2j222agy 160 10 signal signal NN work_njzbswnor5hvngpfyf2j222agy 160 11 that that WDT work_njzbswnor5hvngpfyf2j222agy 160 12 contains contain VBZ work_njzbswnor5hvngpfyf2j222agy 160 13 equal equal JJ work_njzbswnor5hvngpfyf2j222agy 160 14 amounts amount NNS work_njzbswnor5hvngpfyf2j222agy 160 15 of of IN work_njzbswnor5hvngpfyf2j222agy 160 16 every every DT work_njzbswnor5hvngpfyf2j222agy 160 17 possible possible JJ work_njzbswnor5hvngpfyf2j222agy 160 18 frequency frequency NN work_njzbswnor5hvngpfyf2j222agy 160 19 , , , work_njzbswnor5hvngpfyf2j222agy 160 20 i.e. i.e. FW work_njzbswnor5hvngpfyf2j222agy 160 21 , , , work_njzbswnor5hvngpfyf2j222agy 160 22 its -PRON- PRP$ work_njzbswnor5hvngpfyf2j222agy 160 23 FFT FFT NNP work_njzbswnor5hvngpfyf2j222agy 160 24 has have VBZ work_njzbswnor5hvngpfyf2j222agy 160 25 a a DT work_njzbswnor5hvngpfyf2j222agy 160 26 flat flat JJ work_njzbswnor5hvngpfyf2j222agy 160 27 spectrum spectrum NN work_njzbswnor5hvngpfyf2j222agy 160 28 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 160 29 Devasa- Devasa- NNP work_njzbswnor5hvngpfyf2j222agy 160 30 hayam hayam NNP work_njzbswnor5hvngpfyf2j222agy 160 31 , , , work_njzbswnor5hvngpfyf2j222agy 160 32 2000 2000 CD work_njzbswnor5hvngpfyf2j222agy 160 33 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 160 34 . . . work_njzbswnor5hvngpfyf2j222agy 161 1 The the DT work_njzbswnor5hvngpfyf2j222agy 161 2 DHS DHS NNP work_njzbswnor5hvngpfyf2j222agy 161 3 signals signal NNS work_njzbswnor5hvngpfyf2j222agy 161 4 were be VBD work_njzbswnor5hvngpfyf2j222agy 161 5 filtered filter VBN work_njzbswnor5hvngpfyf2j222agy 161 6 by by IN work_njzbswnor5hvngpfyf2j222agy 161 7 removing remove VBG work_njzbswnor5hvngpfyf2j222agy 161 8 the the DT work_njzbswnor5hvngpfyf2j222agy 161 9 white white JJ work_njzbswnor5hvngpfyf2j222agy 161 10 noise noise NN work_njzbswnor5hvngpfyf2j222agy 161 11 by by IN work_njzbswnor5hvngpfyf2j222agy 161 12 using use VBG work_njzbswnor5hvngpfyf2j222agy 161 13 a a DT work_njzbswnor5hvngpfyf2j222agy 161 14 wavelet wavelet NN work_njzbswnor5hvngpfyf2j222agy 161 15 packet packet NN work_njzbswnor5hvngpfyf2j222agy 161 16 . . . work_njzbswnor5hvngpfyf2j222agy 162 1 The the DT work_njzbswnor5hvngpfyf2j222agy 162 2 white white JJ work_njzbswnor5hvngpfyf2j222agy 162 3 de de JJ work_njzbswnor5hvngpfyf2j222agy 162 4 - - JJ work_njzbswnor5hvngpfyf2j222agy 162 5 noising noise VBG work_njzbswnor5hvngpfyf2j222agy 162 6 procedure procedure NN work_njzbswnor5hvngpfyf2j222agy 162 7 contains contain VBZ work_njzbswnor5hvngpfyf2j222agy 162 8 three three CD work_njzbswnor5hvngpfyf2j222agy 162 9 steps step NNS work_njzbswnor5hvngpfyf2j222agy 162 10 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 162 11 Bakhtazad Bakhtazad NNP work_njzbswnor5hvngpfyf2j222agy 162 12 , , , work_njzbswnor5hvngpfyf2j222agy 162 13 Palazoglu Palazoglu NNP work_njzbswnor5hvngpfyf2j222agy 162 14 , , , work_njzbswnor5hvngpfyf2j222agy 162 15 & & CC work_njzbswnor5hvngpfyf2j222agy 162 16 Romagnoli Romagnoli NNP work_njzbswnor5hvngpfyf2j222agy 162 17 , , , work_njzbswnor5hvngpfyf2j222agy 162 18 1999 1999 CD work_njzbswnor5hvngpfyf2j222agy 162 19 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 162 20 : : : work_njzbswnor5hvngpfyf2j222agy 162 21 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 162 22 1 1 LS work_njzbswnor5hvngpfyf2j222agy 162 23 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 162 24 Decomposition decomposition NN work_njzbswnor5hvngpfyf2j222agy 162 25 : : : work_njzbswnor5hvngpfyf2j222agy 162 26 computing compute VBG work_njzbswnor5hvngpfyf2j222agy 162 27 the the DT work_njzbswnor5hvngpfyf2j222agy 162 28 wavelet wavelet NN work_njzbswnor5hvngpfyf2j222agy 162 29 packet packet JJ work_njzbswnor5hvngpfyf2j222agy 162 30 decomposition decomposition NN work_njzbswnor5hvngpfyf2j222agy 162 31 of of IN work_njzbswnor5hvngpfyf2j222agy 162 32 the the DT work_njzbswnor5hvngpfyf2j222agy 162 33 DHS DHS NNP work_njzbswnor5hvngpfyf2j222agy 162 34 signal signal NN work_njzbswnor5hvngpfyf2j222agy 162 35 at at IN work_njzbswnor5hvngpfyf2j222agy 162 36 level level NN work_njzbswnor5hvngpfyf2j222agy 162 37 4 4 CD work_njzbswnor5hvngpfyf2j222agy 162 38 and and CC work_njzbswnor5hvngpfyf2j222agy 162 39 using use VBG work_njzbswnor5hvngpfyf2j222agy 162 40 the the DT work_njzbswnor5hvngpfyf2j222agy 162 41 Daubechies Daubechies NNP work_njzbswnor5hvngpfyf2j222agy 162 42 wavelet wavelet NN work_njzbswnor5hvngpfyf2j222agy 162 43 of of IN work_njzbswnor5hvngpfyf2j222agy 162 44 order order NN work_njzbswnor5hvngpfyf2j222agy 162 45 4 4 CD work_njzbswnor5hvngpfyf2j222agy 162 46 ; ; : work_njzbswnor5hvngpfyf2j222agy 162 47 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 162 48 2 2 LS work_njzbswnor5hvngpfyf2j222agy 162 49 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 162 50 Detail detail NN work_njzbswnor5hvngpfyf2j222agy 162 51 coefficient coefficient NN work_njzbswnor5hvngpfyf2j222agy 162 52 thresholding thresholding NN work_njzbswnor5hvngpfyf2j222agy 162 53 : : : work_njzbswnor5hvngpfyf2j222agy 162 54 for for IN work_njzbswnor5hvngpfyf2j222agy 162 55 each each DT work_njzbswnor5hvngpfyf2j222agy 162 56 level level NN work_njzbswnor5hvngpfyf2j222agy 162 57 from from IN work_njzbswnor5hvngpfyf2j222agy 162 58 1 1 CD work_njzbswnor5hvngpfyf2j222agy 162 59 to to IN work_njzbswnor5hvngpfyf2j222agy 162 60 4 4 CD work_njzbswnor5hvngpfyf2j222agy 162 61 , , , work_njzbswnor5hvngpfyf2j222agy 162 62 soft soft JJ work_njzbswnor5hvngpfyf2j222agy 162 63 thresholding thresholding NN work_njzbswnor5hvngpfyf2j222agy 162 64 is be VBZ work_njzbswnor5hvngpfyf2j222agy 162 65 applied apply VBN work_njzbswnor5hvngpfyf2j222agy 162 66 to to IN work_njzbswnor5hvngpfyf2j222agy 162 67 the the DT work_njzbswnor5hvngpfyf2j222agy 162 68 detail detail NN work_njzbswnor5hvngpfyf2j222agy 162 69 coefficients coefficient NNS work_njzbswnor5hvngpfyf2j222agy 162 70 ; ; , work_njzbswnor5hvngpfyf2j222agy 162 71 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 162 72 3 3 LS work_njzbswnor5hvngpfyf2j222agy 162 73 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 162 74 Reconstruction reconstruction NN work_njzbswnor5hvngpfyf2j222agy 162 75 : : : work_njzbswnor5hvngpfyf2j222agy 162 76 computing compute VBG work_njzbswnor5hvngpfyf2j222agy 162 77 wavelet wavelet NN work_njzbswnor5hvngpfyf2j222agy 162 78 packet packet NN work_njzbswnor5hvngpfyf2j222agy 162 79 reconstruction reconstruction NN work_njzbswnor5hvngpfyf2j222agy 162 80 based base VBN work_njzbswnor5hvngpfyf2j222agy 162 81 on on IN work_njzbswnor5hvngpfyf2j222agy 162 82 the the DT work_njzbswnor5hvngpfyf2j222agy 162 83 original original JJ work_njzbswnor5hvngpfyf2j222agy 162 84 approximation approximation NN work_njzbswnor5hvngpfyf2j222agy 162 85 coefficients coefficient NNS work_njzbswnor5hvngpfyf2j222agy 162 86 of of IN work_njzbswnor5hvngpfyf2j222agy 162 87 level level NN work_njzbswnor5hvngpfyf2j222agy 162 88 4 4 CD work_njzbswnor5hvngpfyf2j222agy 162 89 and and CC work_njzbswnor5hvngpfyf2j222agy 162 90 the the DT work_njzbswnor5hvngpfyf2j222agy 162 91 mod- mod- NN work_njzbswnor5hvngpfyf2j222agy 162 92 ified ifie VBN work_njzbswnor5hvngpfyf2j222agy 162 93 detail detail NN work_njzbswnor5hvngpfyf2j222agy 162 94 coefficients coefficient NNS work_njzbswnor5hvngpfyf2j222agy 162 95 of of IN work_njzbswnor5hvngpfyf2j222agy 162 96 levels level NNS work_njzbswnor5hvngpfyf2j222agy 162 97 from from IN work_njzbswnor5hvngpfyf2j222agy 162 98 1 1 CD work_njzbswnor5hvngpfyf2j222agy 162 99 to to IN work_njzbswnor5hvngpfyf2j222agy 162 100 4 4 CD work_njzbswnor5hvngpfyf2j222agy 162 101 . . . work_njzbswnor5hvngpfyf2j222agy 163 1 3.1.3 3.1.3 CD work_njzbswnor5hvngpfyf2j222agy 163 2 . . . work_njzbswnor5hvngpfyf2j222agy 164 1 Normalization normalization NN work_njzbswnor5hvngpfyf2j222agy 164 2 The the DT work_njzbswnor5hvngpfyf2j222agy 164 3 DHS DHS NNP work_njzbswnor5hvngpfyf2j222agy 164 4 signals signal NNS work_njzbswnor5hvngpfyf2j222agy 164 5 in in IN work_njzbswnor5hvngpfyf2j222agy 164 6 this this DT work_njzbswnor5hvngpfyf2j222agy 164 7 study study NN work_njzbswnor5hvngpfyf2j222agy 164 8 were be VBD work_njzbswnor5hvngpfyf2j222agy 164 9 normalized normalized JJ work_njzbswnor5hvngpfyf2j222agy 164 10 using use VBG work_njzbswnor5hvngpfyf2j222agy 164 11 the the DT work_njzbswnor5hvngpfyf2j222agy 164 12 follow- follow- JJ work_njzbswnor5hvngpfyf2j222agy 164 13 ing ing NN work_njzbswnor5hvngpfyf2j222agy 164 14 equation equation NN work_njzbswnor5hvngpfyf2j222agy 164 15 so so IN work_njzbswnor5hvngpfyf2j222agy 164 16 that that IN work_njzbswnor5hvngpfyf2j222agy 164 17 the the DT work_njzbswnor5hvngpfyf2j222agy 164 18 expected expected JJ work_njzbswnor5hvngpfyf2j222agy 164 19 amplitude amplitude NN work_njzbswnor5hvngpfyf2j222agy 164 20 of of IN work_njzbswnor5hvngpfyf2j222agy 164 21 the the DT work_njzbswnor5hvngpfyf2j222agy 164 22 signal signal NN work_njzbswnor5hvngpfyf2j222agy 164 23 is be VBZ work_njzbswnor5hvngpfyf2j222agy 164 24 not not RB work_njzbswnor5hvngpfyf2j222agy 164 25 af- af- VBN work_njzbswnor5hvngpfyf2j222agy 164 26 fected fecte VBN work_njzbswnor5hvngpfyf2j222agy 164 27 by by IN work_njzbswnor5hvngpfyf2j222agy 164 28 the the DT work_njzbswnor5hvngpfyf2j222agy 164 29 rib rib NN work_njzbswnor5hvngpfyf2j222agy 164 30 cage cage NN work_njzbswnor5hvngpfyf2j222agy 164 31 structure structure NN work_njzbswnor5hvngpfyf2j222agy 164 32 of of IN work_njzbswnor5hvngpfyf2j222agy 164 33 the the DT work_njzbswnor5hvngpfyf2j222agy 164 34 patient patient NN work_njzbswnor5hvngpfyf2j222agy 164 35 , , , work_njzbswnor5hvngpfyf2j222agy 164 36 DHSsignal dhssignal JJ work_njzbswnor5hvngpfyf2j222agy 164 37 ¼ ¼ NN work_njzbswnor5hvngpfyf2j222agy 164 38 DHSsignal DHSsignal NNP work_njzbswnor5hvngpfyf2j222agy 164 39 jðDHSsignalÞmaxj jðDHSsignalÞmaxj NNP work_njzbswnor5hvngpfyf2j222agy 164 40 ð12Þ ð12þ CD work_njzbswnor5hvngpfyf2j222agy 164 41 3.2 3.2 CD work_njzbswnor5hvngpfyf2j222agy 164 42 . . . work_njzbswnor5hvngpfyf2j222agy 165 1 Feature feature NN work_njzbswnor5hvngpfyf2j222agy 165 2 extraction extraction NN work_njzbswnor5hvngpfyf2j222agy 165 3 Feature feature NN work_njzbswnor5hvngpfyf2j222agy 165 4 extraction extraction NN work_njzbswnor5hvngpfyf2j222agy 165 5 is be VBZ work_njzbswnor5hvngpfyf2j222agy 165 6 one one CD work_njzbswnor5hvngpfyf2j222agy 165 7 of of IN work_njzbswnor5hvngpfyf2j222agy 165 8 the the DT work_njzbswnor5hvngpfyf2j222agy 165 9 important important JJ work_njzbswnor5hvngpfyf2j222agy 165 10 steps step NNS work_njzbswnor5hvngpfyf2j222agy 165 11 of of IN work_njzbswnor5hvngpfyf2j222agy 165 12 pattern pattern NN work_njzbswnor5hvngpfyf2j222agy 165 13 rec- rec- NNP work_njzbswnor5hvngpfyf2j222agy 165 14 ognition ognition NN work_njzbswnor5hvngpfyf2j222agy 165 15 so so IN work_njzbswnor5hvngpfyf2j222agy 165 16 that that IN work_njzbswnor5hvngpfyf2j222agy 165 17 it -PRON- PRP work_njzbswnor5hvngpfyf2j222agy 165 18 is be VBZ work_njzbswnor5hvngpfyf2j222agy 165 19 the the DT work_njzbswnor5hvngpfyf2j222agy 165 20 most most RBS work_njzbswnor5hvngpfyf2j222agy 165 21 important important JJ work_njzbswnor5hvngpfyf2j222agy 165 22 step step NN work_njzbswnor5hvngpfyf2j222agy 165 23 of of IN work_njzbswnor5hvngpfyf2j222agy 165 24 designing design VBG work_njzbswnor5hvngpfyf2j222agy 165 25 the the DT work_njzbswnor5hvngpfyf2j222agy 165 26 deci- deci- NN work_njzbswnor5hvngpfyf2j222agy 165 27 sion sion NN work_njzbswnor5hvngpfyf2j222agy 165 28 support support NN work_njzbswnor5hvngpfyf2j222agy 165 29 system system NN work_njzbswnor5hvngpfyf2j222agy 165 30 based base VBN work_njzbswnor5hvngpfyf2j222agy 165 31 on on IN work_njzbswnor5hvngpfyf2j222agy 165 32 pattern pattern NN work_njzbswnor5hvngpfyf2j222agy 165 33 recognition recognition NN work_njzbswnor5hvngpfyf2j222agy 165 34 because because IN work_njzbswnor5hvngpfyf2j222agy 165 35 the the DT work_njzbswnor5hvngpfyf2j222agy 165 36 best good JJS work_njzbswnor5hvngpfyf2j222agy 165 37 classifier classifier NN work_njzbswnor5hvngpfyf2j222agy 165 38 performance performance NN work_njzbswnor5hvngpfyf2j222agy 165 39 will will MD work_njzbswnor5hvngpfyf2j222agy 165 40 decrease decrease VB work_njzbswnor5hvngpfyf2j222agy 165 41 if if IN work_njzbswnor5hvngpfyf2j222agy 165 42 the the DT work_njzbswnor5hvngpfyf2j222agy 165 43 features feature NNS work_njzbswnor5hvngpfyf2j222agy 165 44 are be VBP work_njzbswnor5hvngpfyf2j222agy 165 45 not not RB work_njzbswnor5hvngpfyf2j222agy 165 46 chosen choose VBN work_njzbswnor5hvngpfyf2j222agy 165 47 well well RB work_njzbswnor5hvngpfyf2j222agy 165 48 . . . work_njzbswnor5hvngpfyf2j222agy 166 1 The the DT work_njzbswnor5hvngpfyf2j222agy 166 2 feature feature NN work_njzbswnor5hvngpfyf2j222agy 166 3 extraction extraction NN work_njzbswnor5hvngpfyf2j222agy 166 4 stage stage NN work_njzbswnor5hvngpfyf2j222agy 166 5 must must MD work_njzbswnor5hvngpfyf2j222agy 166 6 reduce reduce VB work_njzbswnor5hvngpfyf2j222agy 166 7 the the DT work_njzbswnor5hvngpfyf2j222agy 166 8 pattern pattern NN work_njzbswnor5hvngpfyf2j222agy 166 9 vector vector NN work_njzbswnor5hvngpfyf2j222agy 166 10 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 166 11 i.e. i.e. FW work_njzbswnor5hvngpfyf2j222agy 166 12 , , , work_njzbswnor5hvngpfyf2j222agy 166 13 the the DT work_njzbswnor5hvngpfyf2j222agy 166 14 original original JJ work_njzbswnor5hvngpfyf2j222agy 166 15 waveform waveform NN work_njzbswnor5hvngpfyf2j222agy 166 16 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 166 17 to to IN work_njzbswnor5hvngpfyf2j222agy 166 18 a a DT work_njzbswnor5hvngpfyf2j222agy 166 19 lower low JJR work_njzbswnor5hvngpfyf2j222agy 166 20 dimension dimension NN work_njzbswnor5hvngpfyf2j222agy 166 21 , , , work_njzbswnor5hvngpfyf2j222agy 166 22 which which WDT work_njzbswnor5hvngpfyf2j222agy 166 23 contains contain VBZ work_njzbswnor5hvngpfyf2j222agy 166 24 most most JJS work_njzbswnor5hvngpfyf2j222agy 166 25 of of IN work_njzbswnor5hvngpfyf2j222agy 166 26 the the DT work_njzbswnor5hvngpfyf2j222agy 166 27 useful useful JJ work_njzbswnor5hvngpfyf2j222agy 166 28 information information NN work_njzbswnor5hvngpfyf2j222agy 166 29 from from IN work_njzbswnor5hvngpfyf2j222agy 166 30 the the DT work_njzbswnor5hvngpfyf2j222agy 166 31 original original JJ work_njzbswnor5hvngpfyf2j222agy 166 32 vector vector NN work_njzbswnor5hvngpfyf2j222agy 166 33 . . . work_njzbswnor5hvngpfyf2j222agy 167 1 The the DT work_njzbswnor5hvngpfyf2j222agy 167 2 DHS DHS NNP work_njzbswnor5hvngpfyf2j222agy 167 3 waveform waveform NN work_njzbswnor5hvngpfyf2j222agy 167 4 patterns pattern NNS work_njzbswnor5hvngpfyf2j222agy 167 5 from from IN work_njzbswnor5hvngpfyf2j222agy 167 6 heart heart NN work_njzbswnor5hvngpfyf2j222agy 167 7 valves valve NNS work_njzbswnor5hvngpfyf2j222agy 167 8 are be VBP work_njzbswnor5hvngpfyf2j222agy 167 9 rich rich JJ work_njzbswnor5hvngpfyf2j222agy 167 10 in in IN work_njzbswnor5hvngpfyf2j222agy 167 11 detail detail NN work_njzbswnor5hvngpfyf2j222agy 167 12 and and CC work_njzbswnor5hvngpfyf2j222agy 167 13 highly highly RB work_njzbswnor5hvngpfyf2j222agy 167 14 non non JJ work_njzbswnor5hvngpfyf2j222agy 167 15 - - JJ work_njzbswnor5hvngpfyf2j222agy 167 16 stationary stationary JJ work_njzbswnor5hvngpfyf2j222agy 167 17 . . . work_njzbswnor5hvngpfyf2j222agy 168 1 In in IN work_njzbswnor5hvngpfyf2j222agy 168 2 this this DT work_njzbswnor5hvngpfyf2j222agy 168 3 study study NN work_njzbswnor5hvngpfyf2j222agy 168 4 , , , work_njzbswnor5hvngpfyf2j222agy 168 5 the the DT work_njzbswnor5hvngpfyf2j222agy 168 6 goal goal NN work_njzbswnor5hvngpfyf2j222agy 168 7 of of IN work_njzbswnor5hvngpfyf2j222agy 168 8 the the DT work_njzbswnor5hvngpfyf2j222agy 168 9 feature feature NN work_njzbswnor5hvngpfyf2j222agy 168 10 extraction extraction NN work_njzbswnor5hvngpfyf2j222agy 168 11 is be VBZ work_njzbswnor5hvngpfyf2j222agy 168 12 to to TO work_njzbswnor5hvngpfyf2j222agy 168 13 extract extract VB work_njzbswnor5hvngpfyf2j222agy 168 14 features feature NNS work_njzbswnor5hvngpfyf2j222agy 168 15 from from IN work_njzbswnor5hvngpfyf2j222agy 168 16 these these DT work_njzbswnor5hvngpfyf2j222agy 168 17 patterns pattern NNS work_njzbswnor5hvngpfyf2j222agy 168 18 for for IN work_njzbswnor5hvngpfyf2j222agy 168 19 intelligent intelligent JJ work_njzbswnor5hvngpfyf2j222agy 168 20 classification classification NN work_njzbswnor5hvngpfyf2j222agy 168 21 . . . work_njzbswnor5hvngpfyf2j222agy 169 1 After after IN work_njzbswnor5hvngpfyf2j222agy 169 2 the the DT work_njzbswnor5hvngpfyf2j222agy 169 3 data data NN work_njzbswnor5hvngpfyf2j222agy 169 4 pre pre NN work_njzbswnor5hvngpfyf2j222agy 169 5 - - JJ work_njzbswnor5hvngpfyf2j222agy 169 6 processing processing NN work_njzbswnor5hvngpfyf2j222agy 169 7 has have VBZ work_njzbswnor5hvngpfyf2j222agy 169 8 been be VBN work_njzbswnor5hvngpfyf2j222agy 169 9 realized realize VBN work_njzbswnor5hvngpfyf2j222agy 169 10 , , , work_njzbswnor5hvngpfyf2j222agy 169 11 three three CD work_njzbswnor5hvngpfyf2j222agy 169 12 steps step NNS work_njzbswnor5hvngpfyf2j222agy 169 13 are be VBP work_njzbswnor5hvngpfyf2j222agy 169 14 proposed propose VBN work_njzbswnor5hvngpfyf2j222agy 169 15 in in IN work_njzbswnor5hvngpfyf2j222agy 169 16 this this DT work_njzbswnor5hvngpfyf2j222agy 169 17 paper paper NN work_njzbswnor5hvngpfyf2j222agy 169 18 to to TO work_njzbswnor5hvngpfyf2j222agy 169 19 extract extract VB work_njzbswnor5hvngpfyf2j222agy 169 20 the the DT work_njzbswnor5hvngpfyf2j222agy 169 21 characteristics characteristic NNS work_njzbswnor5hvngpfyf2j222agy 169 22 of of IN work_njzbswnor5hvngpfyf2j222agy 169 23 these these DT work_njzbswnor5hvngpfyf2j222agy 169 24 wave- wave- JJ work_njzbswnor5hvngpfyf2j222agy 169 25 forms form NNS work_njzbswnor5hvngpfyf2j222agy 169 26 using use VBG work_njzbswnor5hvngpfyf2j222agy 169 27 MATLAB MATLAB NNP work_njzbswnor5hvngpfyf2j222agy 169 28 with with IN work_njzbswnor5hvngpfyf2j222agy 169 29 the the DT work_njzbswnor5hvngpfyf2j222agy 169 30 wavelet wavelet NN work_njzbswnor5hvngpfyf2j222agy 169 31 toolbox toolbox NN work_njzbswnor5hvngpfyf2j222agy 169 32 and and CC work_njzbswnor5hvngpfyf2j222agy 169 33 the the DT work_njzbswnor5hvngpfyf2j222agy 169 34 signal signal NNP work_njzbswnor5hvngpfyf2j222agy 169 35 pro- pro- NNP work_njzbswnor5hvngpfyf2j222agy 169 36 cessing cessing NN work_njzbswnor5hvngpfyf2j222agy 169 37 toolbox toolbox NN work_njzbswnor5hvngpfyf2j222agy 169 38 . . . work_njzbswnor5hvngpfyf2j222agy 170 1 3.2.1 3.2.1 NN work_njzbswnor5hvngpfyf2j222agy 170 2 . . . work_njzbswnor5hvngpfyf2j222agy 171 1 Wavelet wavelet JJ work_njzbswnor5hvngpfyf2j222agy 171 2 packet packet NN work_njzbswnor5hvngpfyf2j222agy 171 3 decomposition decomposition NN work_njzbswnor5hvngpfyf2j222agy 171 4 : : : work_njzbswnor5hvngpfyf2j222agy 171 5 to to TO work_njzbswnor5hvngpfyf2j222agy 171 6 decomposition decomposition VB work_njzbswnor5hvngpfyf2j222agy 171 7 To to TO work_njzbswnor5hvngpfyf2j222agy 171 8 evaluate evaluate VB work_njzbswnor5hvngpfyf2j222agy 171 9 the the DT work_njzbswnor5hvngpfyf2j222agy 171 10 wavelet wavelet NN work_njzbswnor5hvngpfyf2j222agy 171 11 packet packet NN work_njzbswnor5hvngpfyf2j222agy 171 12 decomposition decomposition NN work_njzbswnor5hvngpfyf2j222agy 171 13 , , , work_njzbswnor5hvngpfyf2j222agy 171 14 the the DT work_njzbswnor5hvngpfyf2j222agy 171 15 tree tree NN work_njzbswnor5hvngpfyf2j222agy 171 16 struc- struc- NNP work_njzbswnor5hvngpfyf2j222agy 171 17 ture ture NN work_njzbswnor5hvngpfyf2j222agy 171 18 was be VBD work_njzbswnor5hvngpfyf2j222agy 171 19 used use VBN work_njzbswnor5hvngpfyf2j222agy 171 20 . . . work_njzbswnor5hvngpfyf2j222agy 172 1 Wavelet wavelet JJ work_njzbswnor5hvngpfyf2j222agy 172 2 packet packet NN work_njzbswnor5hvngpfyf2j222agy 172 3 decomposition decomposition NN work_njzbswnor5hvngpfyf2j222agy 172 4 was be VBD work_njzbswnor5hvngpfyf2j222agy 172 5 applied apply VBN work_njzbswnor5hvngpfyf2j222agy 172 6 to to IN work_njzbswnor5hvngpfyf2j222agy 172 7 the the DT work_njzbswnor5hvngpfyf2j222agy 172 8 DHS DHS NNP work_njzbswnor5hvngpfyf2j222agy 172 9 signal signal NN work_njzbswnor5hvngpfyf2j222agy 172 10 with with IN work_njzbswnor5hvngpfyf2j222agy 172 11 the the DT work_njzbswnor5hvngpfyf2j222agy 172 12 Daubechies-1 Daubechies-1 NNP work_njzbswnor5hvngpfyf2j222agy 172 13 wavelet wavelet NN work_njzbswnor5hvngpfyf2j222agy 172 14 packets packet NNS work_njzbswnor5hvngpfyf2j222agy 172 15 using use VBG work_njzbswnor5hvngpfyf2j222agy 172 16 the the DT work_njzbswnor5hvngpfyf2j222agy 172 17 Shan- shan- FW work_njzbswnor5hvngpfyf2j222agy 172 18 non non AFX work_njzbswnor5hvngpfyf2j222agy 172 19 entropy entropy JJ work_njzbswnor5hvngpfyf2j222agy 172 20 as as IN work_njzbswnor5hvngpfyf2j222agy 172 21 defined define VBN work_njzbswnor5hvngpfyf2j222agy 172 22 in in IN work_njzbswnor5hvngpfyf2j222agy 172 23 the the DT work_njzbswnor5hvngpfyf2j222agy 172 24 following following JJ work_njzbswnor5hvngpfyf2j222agy 172 25 equation equation NN work_njzbswnor5hvngpfyf2j222agy 172 26 . . . work_njzbswnor5hvngpfyf2j222agy 173 1 In in IN work_njzbswnor5hvngpfyf2j222agy 173 2 this this DT work_njzbswnor5hvngpfyf2j222agy 173 3 equation equation NN work_njzbswnor5hvngpfyf2j222agy 173 4 , , , work_njzbswnor5hvngpfyf2j222agy 173 5 s s POS work_njzbswnor5hvngpfyf2j222agy 173 6 is be VBZ work_njzbswnor5hvngpfyf2j222agy 173 7 the the DT work_njzbswnor5hvngpfyf2j222agy 173 8 DHS DHS NNP work_njzbswnor5hvngpfyf2j222agy 173 9 signal signal NN work_njzbswnor5hvngpfyf2j222agy 173 10 and and CC work_njzbswnor5hvngpfyf2j222agy 173 11 si si NN work_njzbswnor5hvngpfyf2j222agy 173 12 is be VBZ work_njzbswnor5hvngpfyf2j222agy 173 13 ith ith NNP work_njzbswnor5hvngpfyf2j222agy 173 14 coefficients coefficient NNS work_njzbswnor5hvngpfyf2j222agy 173 15 of of IN work_njzbswnor5hvngpfyf2j222agy 173 16 wavelet wavelet NN work_njzbswnor5hvngpfyf2j222agy 173 17 packet packet JJ work_njzbswnor5hvngpfyf2j222agy 173 18 decomposition decomposition NN work_njzbswnor5hvngpfyf2j222agy 173 19 of of IN work_njzbswnor5hvngpfyf2j222agy 173 20 s. s. NN work_njzbswnor5hvngpfyf2j222agy 173 21 A a DT work_njzbswnor5hvngpfyf2j222agy 173 22 representative representative JJ work_njzbswnor5hvngpfyf2j222agy 173 23 example example NN work_njzbswnor5hvngpfyf2j222agy 173 24 of of IN work_njzbswnor5hvngpfyf2j222agy 173 25 the the DT work_njzbswnor5hvngpfyf2j222agy 173 26 wavelet wavelet NN work_njzbswnor5hvngpfyf2j222agy 173 27 pack- pack- NNP work_njzbswnor5hvngpfyf2j222agy 173 28 et et NNP work_njzbswnor5hvngpfyf2j222agy 173 29 decomposition decomposition NN work_njzbswnor5hvngpfyf2j222agy 173 30 of of IN work_njzbswnor5hvngpfyf2j222agy 173 31 the the DT work_njzbswnor5hvngpfyf2j222agy 173 32 Doppler Doppler NNP work_njzbswnor5hvngpfyf2j222agy 173 33 sound sound JJ work_njzbswnor5hvngpfyf2j222agy 173 34 signal signal NN work_njzbswnor5hvngpfyf2j222agy 173 35 of of IN work_njzbswnor5hvngpfyf2j222agy 173 36 the the DT work_njzbswnor5hvngpfyf2j222agy 173 37 heart heart NN work_njzbswnor5hvngpfyf2j222agy 173 38 mitral mitral NN work_njzbswnor5hvngpfyf2j222agy 173 39 valve valve NN work_njzbswnor5hvngpfyf2j222agy 173 40 is be VBZ work_njzbswnor5hvngpfyf2j222agy 173 41 shown show VBN work_njzbswnor5hvngpfyf2j222agy 173 42 in in IN work_njzbswnor5hvngpfyf2j222agy 173 43 Fig Fig NNP work_njzbswnor5hvngpfyf2j222agy 173 44 . . . work_njzbswnor5hvngpfyf2j222agy 174 1 5 5 LS work_njzbswnor5hvngpfyf2j222agy 174 2 , , , work_njzbswnor5hvngpfyf2j222agy 174 3 EðsÞ¼ EðsÞ¼ NNS work_njzbswnor5hvngpfyf2j222agy 174 4 � � . work_njzbswnor5hvngpfyf2j222agy 174 5 X x NN work_njzbswnor5hvngpfyf2j222agy 174 6 i i PRP work_njzbswnor5hvngpfyf2j222agy 174 7 s2i s2i JJ work_njzbswnor5hvngpfyf2j222agy 174 8 � � , work_njzbswnor5hvngpfyf2j222agy 174 9 logðs logðs JJ work_njzbswnor5hvngpfyf2j222agy 174 10 2 2 CD work_njzbswnor5hvngpfyf2j222agy 174 11 i i NN work_njzbswnor5hvngpfyf2j222agy 174 12 Þ þ NN work_njzbswnor5hvngpfyf2j222agy 174 13 ð13Þ ð13þ CD work_njzbswnor5hvngpfyf2j222agy 174 14 PREPROCESSING PREPROCESSING NNP work_njzbswnor5hvngpfyf2j222agy 174 15 Data Data NNP work_njzbswnor5hvngpfyf2j222agy 174 16 acquisition acquisition NN work_njzbswnor5hvngpfyf2j222agy 174 17 Filtering filter VBG work_njzbswnor5hvngpfyf2j222agy 174 18 White White NNP work_njzbswnor5hvngpfyf2j222agy 174 19 de de NNP work_njzbswnor5hvngpfyf2j222agy 174 20 - - JJ work_njzbswnor5hvngpfyf2j222agy 174 21 noising noise VBG work_njzbswnor5hvngpfyf2j222agy 174 22 Normalization Normalization NNP work_njzbswnor5hvngpfyf2j222agy 174 23 Doppler Doppler NNP work_njzbswnor5hvngpfyf2j222agy 174 24 Ultrasound Ultrasound NNP work_njzbswnor5hvngpfyf2j222agy 174 25 FEATURE feature IN work_njzbswnor5hvngpfyf2j222agy 174 26 EXTRACTION EXTRACTION NNP work_njzbswnor5hvngpfyf2j222agy 174 27 Wavelet wavelet NN work_njzbswnor5hvngpfyf2j222agy 174 28 Packet packet NN work_njzbswnor5hvngpfyf2j222agy 174 29 FFT FFT NNP work_njzbswnor5hvngpfyf2j222agy 174 30 Wavelet Wavelet NNP work_njzbswnor5hvngpfyf2j222agy 174 31 entropy entropy RB work_njzbswnor5hvngpfyf2j222agy 174 32 CLASSIFICATION CLASSIFICATION VBD work_njzbswnor5hvngpfyf2j222agy 174 33 LS LS NNP work_njzbswnor5hvngpfyf2j222agy 174 34 - - HYPH work_njzbswnor5hvngpfyf2j222agy 174 35 SVM SVM NNP work_njzbswnor5hvngpfyf2j222agy 174 36 Cleaned Cleaned NNP work_njzbswnor5hvngpfyf2j222agy 174 37 DHS DHS NNP work_njzbswnor5hvngpfyf2j222agy 174 38 Signal Signal NNP work_njzbswnor5hvngpfyf2j222agy 174 39 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 174 40 The the DT work_njzbswnor5hvngpfyf2j222agy 174 41 heart heart NN work_njzbswnor5hvngpfyf2j222agy 174 42 valves valve VBZ work_njzbswnor5hvngpfyf2j222agy 174 43 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 174 44 Feature Feature NNP work_njzbswnor5hvngpfyf2j222agy 174 45 Space Space NNP work_njzbswnor5hvngpfyf2j222agy 174 46 Decision Decision NNP work_njzbswnor5hvngpfyf2j222agy 174 47 Space Space NNP work_njzbswnor5hvngpfyf2j222agy 174 48 CLASSIFICATION CLASSIFICATION VBD work_njzbswnor5hvngpfyf2j222agy 174 49 RESULTS RESULTS NNP work_njzbswnor5hvngpfyf2j222agy 174 50 Abnormal Abnormal NNP work_njzbswnor5hvngpfyf2j222agy 174 51 valve valve VBP work_njzbswnor5hvngpfyf2j222agy 174 52 Normal normal JJ work_njzbswnor5hvngpfyf2j222agy 174 53 valve valve NN work_njzbswnor5hvngpfyf2j222agy 174 54 Fig Fig NNP work_njzbswnor5hvngpfyf2j222agy 174 55 . . . work_njzbswnor5hvngpfyf2j222agy 175 1 4 4 LS work_njzbswnor5hvngpfyf2j222agy 175 2 . . . work_njzbswnor5hvngpfyf2j222agy 176 1 The the DT work_njzbswnor5hvngpfyf2j222agy 176 2 algorithm algorithm NN work_njzbswnor5hvngpfyf2j222agy 176 3 of of IN work_njzbswnor5hvngpfyf2j222agy 176 4 the the DT work_njzbswnor5hvngpfyf2j222agy 176 5 expert expert NN work_njzbswnor5hvngpfyf2j222agy 176 6 system system NN work_njzbswnor5hvngpfyf2j222agy 176 7 . . . work_njzbswnor5hvngpfyf2j222agy 177 1 D. D. NNP work_njzbswnor5hvngpfyf2j222agy 177 2 Hanbay Hanbay NNP work_njzbswnor5hvngpfyf2j222agy 177 3 / / SYM work_njzbswnor5hvngpfyf2j222agy 177 4 Expert Expert NNP work_njzbswnor5hvngpfyf2j222agy 177 5 Systems Systems NNPS work_njzbswnor5hvngpfyf2j222agy 177 6 with with IN work_njzbswnor5hvngpfyf2j222agy 177 7 Applications Applications NNPS work_njzbswnor5hvngpfyf2j222agy 177 8 36 36 CD work_njzbswnor5hvngpfyf2j222agy 177 9 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 177 10 2009 2009 CD work_njzbswnor5hvngpfyf2j222agy 177 11 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 177 12 4232–4238 4232–4238 CD work_njzbswnor5hvngpfyf2j222agy 177 13 4235 4235 CD work_njzbswnor5hvngpfyf2j222agy 177 14 Author author NN work_njzbswnor5hvngpfyf2j222agy 177 15 's 's POS work_njzbswnor5hvngpfyf2j222agy 177 16 personal personal JJ work_njzbswnor5hvngpfyf2j222agy 177 17 copy copy NN work_njzbswnor5hvngpfyf2j222agy 177 18 3.2.2 3.2.2 NN work_njzbswnor5hvngpfyf2j222agy 177 19 . . . work_njzbswnor5hvngpfyf2j222agy 178 1 Fast fast JJ work_njzbswnor5hvngpfyf2j222agy 178 2 - - HYPH work_njzbswnor5hvngpfyf2j222agy 178 3 Fourier fourier NN work_njzbswnor5hvngpfyf2j222agy 178 4 transform transform NN work_njzbswnor5hvngpfyf2j222agy 178 5 The the DT work_njzbswnor5hvngpfyf2j222agy 178 6 FFT FFT NNP work_njzbswnor5hvngpfyf2j222agy 178 7 is be VBZ work_njzbswnor5hvngpfyf2j222agy 178 8 the the DT work_njzbswnor5hvngpfyf2j222agy 178 9 most most RBS work_njzbswnor5hvngpfyf2j222agy 178 10 robust robust JJ work_njzbswnor5hvngpfyf2j222agy 178 11 and and CC work_njzbswnor5hvngpfyf2j222agy 178 12 understood understand VBD work_njzbswnor5hvngpfyf2j222agy 178 13 one one CD work_njzbswnor5hvngpfyf2j222agy 178 14 of of IN work_njzbswnor5hvngpfyf2j222agy 178 15 the the DT work_njzbswnor5hvngpfyf2j222agy 178 16 various various JJ work_njzbswnor5hvngpfyf2j222agy 178 17 time time NN work_njzbswnor5hvngpfyf2j222agy 178 18 - - HYPH work_njzbswnor5hvngpfyf2j222agy 178 19 frequency frequency NN work_njzbswnor5hvngpfyf2j222agy 178 20 representations representation NNS work_njzbswnor5hvngpfyf2j222agy 178 21 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 178 22 Keeton Keeton NNP work_njzbswnor5hvngpfyf2j222agy 178 23 & & CC work_njzbswnor5hvngpfyf2j222agy 178 24 Schlindwein Schlindwein NNP work_njzbswnor5hvngpfyf2j222agy 178 25 , , , work_njzbswnor5hvngpfyf2j222agy 178 26 1997 1997 CD work_njzbswnor5hvngpfyf2j222agy 178 27 ; ; : work_njzbswnor5hvngpfyf2j222agy 178 28 Turkoglu Turkoglu NNP work_njzbswnor5hvngpfyf2j222agy 178 29 et et NNP work_njzbswnor5hvngpfyf2j222agy 178 30 al al NNP work_njzbswnor5hvngpfyf2j222agy 178 31 . . NNP work_njzbswnor5hvngpfyf2j222agy 178 32 , , , work_njzbswnor5hvngpfyf2j222agy 178 33 2002 2002 CD work_njzbswnor5hvngpfyf2j222agy 178 34 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 178 35 . . . work_njzbswnor5hvngpfyf2j222agy 179 1 Convert convert VB work_njzbswnor5hvngpfyf2j222agy 179 2 to to IN work_njzbswnor5hvngpfyf2j222agy 179 3 frequency frequency NN work_njzbswnor5hvngpfyf2j222agy 179 4 domain domain NN work_njzbswnor5hvngpfyf2j222agy 179 5 of of IN work_njzbswnor5hvngpfyf2j222agy 179 6 waveforms waveform NNS work_njzbswnor5hvngpfyf2j222agy 179 7 of of IN work_njzbswnor5hvngpfyf2j222agy 179 8 terminal terminal NN work_njzbswnor5hvngpfyf2j222agy 179 9 nodes node NNS work_njzbswnor5hvngpfyf2j222agy 179 10 was be VBD work_njzbswnor5hvngpfyf2j222agy 179 11 computed compute VBN work_njzbswnor5hvngpfyf2j222agy 179 12 using use VBG work_njzbswnor5hvngpfyf2j222agy 179 13 a a DT work_njzbswnor5hvngpfyf2j222agy 179 14 512-point 512-point CD work_njzbswnor5hvngpfyf2j222agy 179 15 FFT FFT NNP work_njzbswnor5hvngpfyf2j222agy 179 16 . . . work_njzbswnor5hvngpfyf2j222agy 180 1 Because because IN work_njzbswnor5hvngpfyf2j222agy 180 2 the the DT work_njzbswnor5hvngpfyf2j222agy 180 3 length length NN work_njzbswnor5hvngpfyf2j222agy 180 4 of of IN work_njzbswnor5hvngpfyf2j222agy 180 5 the the DT work_njzbswnor5hvngpfyf2j222agy 180 6 terminal terminal NNP work_njzbswnor5hvngpfyf2j222agy 180 7 node node NNP work_njzbswnor5hvngpfyf2j222agy 180 8 signal signal NN work_njzbswnor5hvngpfyf2j222agy 180 9 was be VBD work_njzbswnor5hvngpfyf2j222agy 180 10 less less JJR work_njzbswnor5hvngpfyf2j222agy 180 11 than than IN work_njzbswnor5hvngpfyf2j222agy 180 12 512 512 CD work_njzbswnor5hvngpfyf2j222agy 180 13 , , , work_njzbswnor5hvngpfyf2j222agy 180 14 FFT FFT NNP work_njzbswnor5hvngpfyf2j222agy 180 15 pad pad NN work_njzbswnor5hvngpfyf2j222agy 180 16 of of IN work_njzbswnor5hvngpfyf2j222agy 180 17 the the DT work_njzbswnor5hvngpfyf2j222agy 180 18 terminal terminal NNP work_njzbswnor5hvngpfyf2j222agy 180 19 node node NNP work_njzbswnor5hvngpfyf2j222agy 180 20 signal signal NN work_njzbswnor5hvngpfyf2j222agy 180 21 was be VBD work_njzbswnor5hvngpfyf2j222agy 180 22 constituted constitute VBN work_njzbswnor5hvngpfyf2j222agy 180 23 with with IN work_njzbswnor5hvngpfyf2j222agy 180 24 trailing trail VBG work_njzbswnor5hvngpfyf2j222agy 180 25 zeros zero NNS work_njzbswnor5hvngpfyf2j222agy 180 26 to to TO work_njzbswnor5hvngpfyf2j222agy 180 27 length length VB work_njzbswnor5hvngpfyf2j222agy 180 28 512 512 CD work_njzbswnor5hvngpfyf2j222agy 180 29 . . . work_njzbswnor5hvngpfyf2j222agy 181 1 A a DT work_njzbswnor5hvngpfyf2j222agy 181 2 representative representative JJ work_njzbswnor5hvngpfyf2j222agy 181 3 example example NN work_njzbswnor5hvngpfyf2j222agy 181 4 of of IN work_njzbswnor5hvngpfyf2j222agy 181 5 the the DT work_njzbswnor5hvngpfyf2j222agy 181 6 FFT FFT NNP work_njzbswnor5hvngpfyf2j222agy 181 7 spectrum spectrum NN work_njzbswnor5hvngpfyf2j222agy 181 8 of of IN work_njzbswnor5hvngpfyf2j222agy 181 9 wave- wave- JJ work_njzbswnor5hvngpfyf2j222agy 181 10 form form NN work_njzbswnor5hvngpfyf2j222agy 181 11 of of IN work_njzbswnor5hvngpfyf2j222agy 181 12 a a DT work_njzbswnor5hvngpfyf2j222agy 181 13 terminal terminal JJ work_njzbswnor5hvngpfyf2j222agy 181 14 node node NN work_njzbswnor5hvngpfyf2j222agy 181 15 is be VBZ work_njzbswnor5hvngpfyf2j222agy 181 16 indicated indicate VBN work_njzbswnor5hvngpfyf2j222agy 181 17 in in IN work_njzbswnor5hvngpfyf2j222agy 181 18 Fig Fig NNP work_njzbswnor5hvngpfyf2j222agy 181 19 . . . work_njzbswnor5hvngpfyf2j222agy 182 1 6 6 CD work_njzbswnor5hvngpfyf2j222agy 182 2 . . . work_njzbswnor5hvngpfyf2j222agy 183 1 3.2.3 3.2.3 CD work_njzbswnor5hvngpfyf2j222agy 183 2 . . . work_njzbswnor5hvngpfyf2j222agy 184 1 Wavelet wavelet VB work_njzbswnor5hvngpfyf2j222agy 184 2 entropy entropy RB work_njzbswnor5hvngpfyf2j222agy 184 3 We -PRON- PRP work_njzbswnor5hvngpfyf2j222agy 184 4 next next RB work_njzbswnor5hvngpfyf2j222agy 184 5 calculated calculate VBD work_njzbswnor5hvngpfyf2j222agy 184 6 the the DT work_njzbswnor5hvngpfyf2j222agy 184 7 norm norm NN work_njzbswnor5hvngpfyf2j222agy 184 8 entropy entropy JJ work_njzbswnor5hvngpfyf2j222agy 184 9 as as IN work_njzbswnor5hvngpfyf2j222agy 184 10 defined define VBN work_njzbswnor5hvngpfyf2j222agy 184 11 in in IN work_njzbswnor5hvngpfyf2j222agy 184 12 the the DT work_njzbswnor5hvngpfyf2j222agy 184 13 follow- follow- JJ work_njzbswnor5hvngpfyf2j222agy 184 14 ing ing NN work_njzbswnor5hvngpfyf2j222agy 184 15 equation equation NN work_njzbswnor5hvngpfyf2j222agy 184 16 of of IN work_njzbswnor5hvngpfyf2j222agy 184 17 waveforms waveform NNS work_njzbswnor5hvngpfyf2j222agy 184 18 of of IN work_njzbswnor5hvngpfyf2j222agy 184 19 the the DT work_njzbswnor5hvngpfyf2j222agy 184 20 FFT FFT NNP work_njzbswnor5hvngpfyf2j222agy 184 21 spectrum spectrum NN work_njzbswnor5hvngpfyf2j222agy 184 22 : : : work_njzbswnor5hvngpfyf2j222agy 184 23 EðsÞ¼ EðsÞ¼ NNS work_njzbswnor5hvngpfyf2j222agy 184 24 X X NNP work_njzbswnor5hvngpfyf2j222agy 184 25 i i PRP work_njzbswnor5hvngpfyf2j222agy 184 26 jsij jsij JJ work_njzbswnor5hvngpfyf2j222agy 184 27 3=2 3=2 NNP work_njzbswnor5hvngpfyf2j222agy 184 28 ð14Þ ð14Þ VBD work_njzbswnor5hvngpfyf2j222agy 184 29 where where WRB work_njzbswnor5hvngpfyf2j222agy 184 30 s s PRP work_njzbswnor5hvngpfyf2j222agy 184 31 is be VBZ work_njzbswnor5hvngpfyf2j222agy 184 32 the the DT work_njzbswnor5hvngpfyf2j222agy 184 33 FFT FFT NNP work_njzbswnor5hvngpfyf2j222agy 184 34 spectrum spectrum NN work_njzbswnor5hvngpfyf2j222agy 184 35 and and CC work_njzbswnor5hvngpfyf2j222agy 184 36 si si NN work_njzbswnor5hvngpfyf2j222agy 184 37 is be VBZ work_njzbswnor5hvngpfyf2j222agy 184 38 ith ith NNP work_njzbswnor5hvngpfyf2j222agy 184 39 coefficients coefficient NNS work_njzbswnor5hvngpfyf2j222agy 184 40 of of IN work_njzbswnor5hvngpfyf2j222agy 184 41 s s NNP work_njzbswnor5hvngpfyf2j222agy 184 42 Quiroga Quiroga NNP work_njzbswnor5hvngpfyf2j222agy 184 43 et et NNP work_njzbswnor5hvngpfyf2j222agy 184 44 al al NNP work_njzbswnor5hvngpfyf2j222agy 184 45 . . . work_njzbswnor5hvngpfyf2j222agy 185 1 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 185 2 1999 1999 CD work_njzbswnor5hvngpfyf2j222agy 185 3 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 185 4 . . . work_njzbswnor5hvngpfyf2j222agy 186 1 The the DT work_njzbswnor5hvngpfyf2j222agy 186 2 resultant resultant JJ work_njzbswnor5hvngpfyf2j222agy 186 3 entropy entropy JJ work_njzbswnor5hvngpfyf2j222agy 186 4 data datum NNS work_njzbswnor5hvngpfyf2j222agy 186 5 , , , work_njzbswnor5hvngpfyf2j222agy 186 6 which which WDT work_njzbswnor5hvngpfyf2j222agy 186 7 were be VBD work_njzbswnor5hvngpfyf2j222agy 186 8 normalized normalize VBN work_njzbswnor5hvngpfyf2j222agy 186 9 with with IN work_njzbswnor5hvngpfyf2j222agy 186 10 1/1000 1/1000 CD work_njzbswnor5hvngpfyf2j222agy 186 11 , , , work_njzbswnor5hvngpfyf2j222agy 186 12 are be VBP work_njzbswnor5hvngpfyf2j222agy 186 13 plotted plot VBN work_njzbswnor5hvngpfyf2j222agy 186 14 in in IN work_njzbswnor5hvngpfyf2j222agy 186 15 Fig Fig NNP work_njzbswnor5hvngpfyf2j222agy 186 16 . . . work_njzbswnor5hvngpfyf2j222agy 187 1 7 7 LS work_njzbswnor5hvngpfyf2j222agy 187 2 . . . work_njzbswnor5hvngpfyf2j222agy 188 1 The the DT work_njzbswnor5hvngpfyf2j222agy 188 2 plot plot NN work_njzbswnor5hvngpfyf2j222agy 188 3 of of IN work_njzbswnor5hvngpfyf2j222agy 188 4 the the DT work_njzbswnor5hvngpfyf2j222agy 188 5 entropy entropy JJ work_njzbswnor5hvngpfyf2j222agy 188 6 data data NN work_njzbswnor5hvngpfyf2j222agy 188 7 includes include VBZ work_njzbswnor5hvngpfyf2j222agy 188 8 256 256 CD work_njzbswnor5hvngpfyf2j222agy 188 9 features feature NNS work_njzbswnor5hvngpfyf2j222agy 188 10 obtained obtain VBN work_njzbswnor5hvngpfyf2j222agy 188 11 from from IN work_njzbswnor5hvngpfyf2j222agy 188 12 256 256 CD work_njzbswnor5hvngpfyf2j222agy 188 13 terminal terminal JJ work_njzbswnor5hvngpfyf2j222agy 188 14 nodes node NNS work_njzbswnor5hvngpfyf2j222agy 188 15 , , , work_njzbswnor5hvngpfyf2j222agy 188 16 where where WRB work_njzbswnor5hvngpfyf2j222agy 188 17 each each DT work_njzbswnor5hvngpfyf2j222agy 188 18 one one NN work_njzbswnor5hvngpfyf2j222agy 188 19 contains contain VBZ work_njzbswnor5hvngpfyf2j222agy 188 20 waveform waveform NN work_njzbswnor5hvngpfyf2j222agy 188 21 of of IN work_njzbswnor5hvngpfyf2j222agy 188 22 one one CD work_njzbswnor5hvngpfyf2j222agy 188 23 frequency frequency NN work_njzbswnor5hvngpfyf2j222agy 188 24 spectrum spectrum NN work_njzbswnor5hvngpfyf2j222agy 188 25 per per IN work_njzbswnor5hvngpfyf2j222agy 188 26 DHS DHS NNP work_njzbswnor5hvngpfyf2j222agy 188 27 signal signal NN work_njzbswnor5hvngpfyf2j222agy 188 28 . . . work_njzbswnor5hvngpfyf2j222agy 189 1 Thus thus RB work_njzbswnor5hvngpfyf2j222agy 189 2 , , , work_njzbswnor5hvngpfyf2j222agy 189 3 the the DT work_njzbswnor5hvngpfyf2j222agy 189 4 feature feature NN work_njzbswnor5hvngpfyf2j222agy 189 5 vector vector NN work_njzbswnor5hvngpfyf2j222agy 189 6 was be VBD work_njzbswnor5hvngpfyf2j222agy 189 7 obtained obtain VBN work_njzbswnor5hvngpfyf2j222agy 189 8 by by IN work_njzbswnor5hvngpfyf2j222agy 189 9 computing compute VBG work_njzbswnor5hvngpfyf2j222agy 189 10 the the DT work_njzbswnor5hvngpfyf2j222agy 189 11 wavelet wavelet NN work_njzbswnor5hvngpfyf2j222agy 189 12 packet packet NN work_njzbswnor5hvngpfyf2j222agy 189 13 entropy entropy JJ work_njzbswnor5hvngpfyf2j222agy 189 14 values value NNS work_njzbswnor5hvngpfyf2j222agy 189 15 for for IN work_njzbswnor5hvngpfyf2j222agy 189 16 each each DT work_njzbswnor5hvngpfyf2j222agy 189 17 DHS DHS NNP work_njzbswnor5hvngpfyf2j222agy 189 18 signal signal NN work_njzbswnor5hvngpfyf2j222agy 189 19 . . . work_njzbswnor5hvngpfyf2j222agy 190 1 3.3 3.3 CD work_njzbswnor5hvngpfyf2j222agy 190 2 . . . work_njzbswnor5hvngpfyf2j222agy 191 1 Classification classification NN work_njzbswnor5hvngpfyf2j222agy 191 2 using use VBG work_njzbswnor5hvngpfyf2j222agy 191 3 LS LS NNP work_njzbswnor5hvngpfyf2j222agy 191 4 - - HYPH work_njzbswnor5hvngpfyf2j222agy 191 5 SVM SVM NNP work_njzbswnor5hvngpfyf2j222agy 191 6 The the DT work_njzbswnor5hvngpfyf2j222agy 191 7 objective objective NN work_njzbswnor5hvngpfyf2j222agy 191 8 of of IN work_njzbswnor5hvngpfyf2j222agy 191 9 the the DT work_njzbswnor5hvngpfyf2j222agy 191 10 classification classification NN work_njzbswnor5hvngpfyf2j222agy 191 11 is be VBZ work_njzbswnor5hvngpfyf2j222agy 191 12 to to TO work_njzbswnor5hvngpfyf2j222agy 191 13 demonstrate demonstrate VB work_njzbswnor5hvngpfyf2j222agy 191 14 the the DT work_njzbswnor5hvngpfyf2j222agy 191 15 effec- effec- NN work_njzbswnor5hvngpfyf2j222agy 191 16 tiveness tiveness NN work_njzbswnor5hvngpfyf2j222agy 191 17 of of IN work_njzbswnor5hvngpfyf2j222agy 191 18 the the DT work_njzbswnor5hvngpfyf2j222agy 191 19 proposed propose VBN work_njzbswnor5hvngpfyf2j222agy 191 20 feature feature NN work_njzbswnor5hvngpfyf2j222agy 191 21 extraction extraction NN work_njzbswnor5hvngpfyf2j222agy 191 22 method method NN work_njzbswnor5hvngpfyf2j222agy 191 23 from from IN work_njzbswnor5hvngpfyf2j222agy 191 24 the the DT work_njzbswnor5hvngpfyf2j222agy 191 25 DHS DHS NNP work_njzbswnor5hvngpfyf2j222agy 191 26 signals signal NNS work_njzbswnor5hvngpfyf2j222agy 191 27 . . . work_njzbswnor5hvngpfyf2j222agy 192 1 For for IN work_njzbswnor5hvngpfyf2j222agy 192 2 this this DT work_njzbswnor5hvngpfyf2j222agy 192 3 purpose purpose NN work_njzbswnor5hvngpfyf2j222agy 192 4 , , , work_njzbswnor5hvngpfyf2j222agy 192 5 the the DT work_njzbswnor5hvngpfyf2j222agy 192 6 feature feature NN work_njzbswnor5hvngpfyf2j222agy 192 7 vectors vector NNS work_njzbswnor5hvngpfyf2j222agy 192 8 were be VBD work_njzbswnor5hvngpfyf2j222agy 192 9 applied apply VBN work_njzbswnor5hvngpfyf2j222agy 192 10 as as IN work_njzbswnor5hvngpfyf2j222agy 192 11 the the DT work_njzbswnor5hvngpfyf2j222agy 192 12 in- in- JJ work_njzbswnor5hvngpfyf2j222agy 192 13 put put VBD work_njzbswnor5hvngpfyf2j222agy 192 14 to to IN work_njzbswnor5hvngpfyf2j222agy 192 15 an an DT work_njzbswnor5hvngpfyf2j222agy 192 16 LS LS NNP work_njzbswnor5hvngpfyf2j222agy 192 17 - - HYPH work_njzbswnor5hvngpfyf2j222agy 192 18 SVM SVM NNP work_njzbswnor5hvngpfyf2j222agy 192 19 classifier classifier NN work_njzbswnor5hvngpfyf2j222agy 192 20 . . . work_njzbswnor5hvngpfyf2j222agy 193 1 The the DT work_njzbswnor5hvngpfyf2j222agy 193 2 KULeuven KULeuven NNP work_njzbswnor5hvngpfyf2j222agy 193 3 ’s ’s POS work_njzbswnor5hvngpfyf2j222agy 193 4 LS LS NNP work_njzbswnor5hvngpfyf2j222agy 193 5 - - HYPH work_njzbswnor5hvngpfyf2j222agy 193 6 SVMlab SVMlab NNP work_njzbswnor5hvngpfyf2j222agy 193 7 MATLAB MATLAB NNP work_njzbswnor5hvngpfyf2j222agy 193 8 / / SYM work_njzbswnor5hvngpfyf2j222agy 193 9 C C NNP work_njzbswnor5hvngpfyf2j222agy 193 10 Toolbox Toolbox NNP work_njzbswnor5hvngpfyf2j222agy 193 11 was be VBD work_njzbswnor5hvngpfyf2j222agy 193 12 used use VBN work_njzbswnor5hvngpfyf2j222agy 193 13 for for IN work_njzbswnor5hvngpfyf2j222agy 193 14 the the DT work_njzbswnor5hvngpfyf2j222agy 193 15 purpose purpose NN work_njzbswnor5hvngpfyf2j222agy 193 16 of of IN work_njzbswnor5hvngpfyf2j222agy 193 17 training training NN work_njzbswnor5hvngpfyf2j222agy 193 18 and and CC work_njzbswnor5hvngpfyf2j222agy 193 19 testing testing NN work_njzbswnor5hvngpfyf2j222agy 193 20 . . . work_njzbswnor5hvngpfyf2j222agy 194 1 RBF rbf NN work_njzbswnor5hvngpfyf2j222agy 194 2 0 0 CD work_njzbswnor5hvngpfyf2j222agy 194 3 1 1 CD work_njzbswnor5hvngpfyf2j222agy 194 4 2 2 CD work_njzbswnor5hvngpfyf2j222agy 194 5 3 3 CD work_njzbswnor5hvngpfyf2j222agy 194 6 4 4 CD work_njzbswnor5hvngpfyf2j222agy 194 7 5 5 CD work_njzbswnor5hvngpfyf2j222agy 194 8 -1 -1 $ work_njzbswnor5hvngpfyf2j222agy 194 9 0 0 NFP work_njzbswnor5hvngpfyf2j222agy 194 10 1 1 CD work_njzbswnor5hvngpfyf2j222agy 194 11 DHS DHS NNP work_njzbswnor5hvngpfyf2j222agy 194 12 signal signal NN work_njzbswnor5hvngpfyf2j222agy 194 13 -0.02 -0.02 CD work_njzbswnor5hvngpfyf2j222agy 194 14 0 0 CD work_njzbswnor5hvngpfyf2j222agy 194 15 0.02 0.02 CD work_njzbswnor5hvngpfyf2j222agy 194 16 0 0 CD work_njzbswnor5hvngpfyf2j222agy 194 17 -5 -5 $ work_njzbswnor5hvngpfyf2j222agy 194 18 0 0 CD work_njzbswnor5hvngpfyf2j222agy 194 19 5 5 CD work_njzbswnor5hvngpfyf2j222agy 194 20 -5x -5x CD work_njzbswnor5hvngpfyf2j222agy 194 21 10 10 CD work_njzbswnor5hvngpfyf2j222agy 194 22 - - SYM work_njzbswnor5hvngpfyf2j222agy 194 23 3 3 CD work_njzbswnor5hvngpfyf2j222agy 194 24 -0.01 -0.01 CD work_njzbswnor5hvngpfyf2j222agy 194 25 0 0 CD work_njzbswnor5hvngpfyf2j222agy 194 26 0.01 0.01 CD work_njzbswnor5hvngpfyf2j222agy 194 27 -0.05 -0.05 CD work_njzbswnor5hvngpfyf2j222agy 194 28 0 0 CD work_njzbswnor5hvngpfyf2j222agy 194 29 0.05 0.05 CD work_njzbswnor5hvngpfyf2j222agy 194 30 -0.02 -0.02 CD work_njzbswnor5hvngpfyf2j222agy 194 31 0 0 CD work_njzbswnor5hvngpfyf2j222agy 194 32 0.02 0.02 CD work_njzbswnor5hvngpfyf2j222agy 194 33 -0.05 -0.05 CD work_njzbswnor5hvngpfyf2j222agy 194 34 0 0 CD work_njzbswnor5hvngpfyf2j222agy 194 35 0.05 0.05 CD work_njzbswnor5hvngpfyf2j222agy 194 36 0 0 CD work_njzbswnor5hvngpfyf2j222agy 194 37 100 100 CD work_njzbswnor5hvngpfyf2j222agy 194 38 200 200 CD work_njzbswnor5hvngpfyf2j222agy 194 39 300 300 CD work_njzbswnor5hvngpfyf2j222agy 194 40 400 400 CD work_njzbswnor5hvngpfyf2j222agy 194 41 -0.02 -0.02 CD work_njzbswnor5hvngpfyf2j222agy 194 42 0 0 CD work_njzbswnor5hvngpfyf2j222agy 194 43 0.02 0.02 CD work_njzbswnor5hvngpfyf2j222agy 194 44 5x 5x CD work_njzbswnor5hvngpfyf2j222agy 194 45 10 10 CD work_njzbswnor5hvngpfyf2j222agy 194 46 - - SYM work_njzbswnor5hvngpfyf2j222agy 194 47 3 3 CD work_njzbswnor5hvngpfyf2j222agy 194 48 A a NN work_njzbswnor5hvngpfyf2j222agy 194 49 m m NN work_njzbswnor5hvngpfyf2j222agy 194 50 pl pl NN work_njzbswnor5hvngpfyf2j222agy 194 51 it -PRON- PRP work_njzbswnor5hvngpfyf2j222agy 194 52 ud ud NNP work_njzbswnor5hvngpfyf2j222agy 194 53 e e NNP work_njzbswnor5hvngpfyf2j222agy 194 54 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 194 55 V v NN work_njzbswnor5hvngpfyf2j222agy 194 56 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 194 57 A A NNP work_njzbswnor5hvngpfyf2j222agy 194 58 m m NN work_njzbswnor5hvngpfyf2j222agy 194 59 pl pl NN work_njzbswnor5hvngpfyf2j222agy 194 60 it -PRON- PRP work_njzbswnor5hvngpfyf2j222agy 194 61 ud ud NNP work_njzbswnor5hvngpfyf2j222agy 194 62 e e NNP work_njzbswnor5hvngpfyf2j222agy 194 63 Time Time NNP work_njzbswnor5hvngpfyf2j222agy 194 64 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 194 65 sec sec NNP work_njzbswnor5hvngpfyf2j222agy 194 66 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 194 67 Samples Samples NNP work_njzbswnor5hvngpfyf2j222agy 194 68 Fig Fig NNP work_njzbswnor5hvngpfyf2j222agy 194 69 . . . work_njzbswnor5hvngpfyf2j222agy 195 1 5 5 CD work_njzbswnor5hvngpfyf2j222agy 195 2 . . . work_njzbswnor5hvngpfyf2j222agy 196 1 The the DT work_njzbswnor5hvngpfyf2j222agy 196 2 waveforms waveform NNS work_njzbswnor5hvngpfyf2j222agy 196 3 of of IN work_njzbswnor5hvngpfyf2j222agy 196 4 terminal terminal JJ work_njzbswnor5hvngpfyf2j222agy 196 5 nodes node NNS work_njzbswnor5hvngpfyf2j222agy 196 6 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 196 7 i i PRP work_njzbswnor5hvngpfyf2j222agy 196 8 = = SYM work_njzbswnor5hvngpfyf2j222agy 196 9 1–256 1–256 LS work_njzbswnor5hvngpfyf2j222agy 196 10 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 196 11 of of IN work_njzbswnor5hvngpfyf2j222agy 196 12 wavelet wavelet NN work_njzbswnor5hvngpfyf2j222agy 196 13 packet packet NN work_njzbswnor5hvngpfyf2j222agy 196 14 decomposition decomposition NN work_njzbswnor5hvngpfyf2j222agy 196 15 at at IN work_njzbswnor5hvngpfyf2j222agy 196 16 eight eight CD work_njzbswnor5hvngpfyf2j222agy 196 17 - - HYPH work_njzbswnor5hvngpfyf2j222agy 196 18 level level NN work_njzbswnor5hvngpfyf2j222agy 196 19 of of IN work_njzbswnor5hvngpfyf2j222agy 196 20 the the DT work_njzbswnor5hvngpfyf2j222agy 196 21 DHS DHS NNP work_njzbswnor5hvngpfyf2j222agy 196 22 signal signal NN work_njzbswnor5hvngpfyf2j222agy 196 23 . . . work_njzbswnor5hvngpfyf2j222agy 197 1 0 0 NFP work_njzbswnor5hvngpfyf2j222agy 197 2 1 1 CD work_njzbswnor5hvngpfyf2j222agy 197 3 2 2 CD work_njzbswnor5hvngpfyf2j222agy 197 4 3 3 CD work_njzbswnor5hvngpfyf2j222agy 197 5 4 4 CD work_njzbswnor5hvngpfyf2j222agy 197 6 5 5 CD work_njzbswnor5hvngpfyf2j222agy 197 7 0 0 CD work_njzbswnor5hvngpfyf2j222agy 197 8 2000 2000 CD work_njzbswnor5hvngpfyf2j222agy 197 9 4000 4000 CD work_njzbswnor5hvngpfyf2j222agy 197 10 6000 6000 CD work_njzbswnor5hvngpfyf2j222agy 197 11 8000 8000 CD work_njzbswnor5hvngpfyf2j222agy 197 12 10000 10000 CD work_njzbswnor5hvngpfyf2j222agy 197 13 0 0 CD work_njzbswnor5hvngpfyf2j222agy 197 14 0.1 0.1 CD work_njzbswnor5hvngpfyf2j222agy 197 15 0.2 0.2 CD work_njzbswnor5hvngpfyf2j222agy 197 16 Ti Ti NNS work_njzbswnor5hvngpfyf2j222agy 197 17 m m NNP work_njzbswnor5hvngpfyf2j222agy 197 18 e e NNP work_njzbswnor5hvngpfyf2j222agy 197 19 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 197 20 se se FW work_njzbswnor5hvngpfyf2j222agy 197 21 c c NNP work_njzbswnor5hvngpfyf2j222agy 197 22 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 197 23 Freq Freq NNP work_njzbswnor5hvngpfyf2j222agy 197 24 . . . work_njzbswnor5hvngpfyf2j222agy 198 1 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 198 2 Hz Hz NNP work_njzbswnor5hvngpfyf2j222agy 198 3 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 198 4 A A NNP work_njzbswnor5hvngpfyf2j222agy 198 5 m m NN work_njzbswnor5hvngpfyf2j222agy 198 6 pl pl NN work_njzbswnor5hvngpfyf2j222agy 198 7 it -PRON- PRP work_njzbswnor5hvngpfyf2j222agy 198 8 ud ud NNP work_njzbswnor5hvngpfyf2j222agy 198 9 e e NNP work_njzbswnor5hvngpfyf2j222agy 198 10 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 198 11 V v NN work_njzbswnor5hvngpfyf2j222agy 198 12 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 198 13 Fig fig NN work_njzbswnor5hvngpfyf2j222agy 198 14 . . . work_njzbswnor5hvngpfyf2j222agy 199 1 6 6 CD work_njzbswnor5hvngpfyf2j222agy 199 2 . . . work_njzbswnor5hvngpfyf2j222agy 200 1 The the DT work_njzbswnor5hvngpfyf2j222agy 200 2 WPD WPD NNP work_njzbswnor5hvngpfyf2j222agy 200 3 - - HYPH work_njzbswnor5hvngpfyf2j222agy 200 4 FFT fft NN work_njzbswnor5hvngpfyf2j222agy 200 5 based base VBN work_njzbswnor5hvngpfyf2j222agy 200 6 time time NN work_njzbswnor5hvngpfyf2j222agy 200 7 - - HYPH work_njzbswnor5hvngpfyf2j222agy 200 8 frequency frequency NN work_njzbswnor5hvngpfyf2j222agy 200 9 representation representation NN work_njzbswnor5hvngpfyf2j222agy 200 10 . . . work_njzbswnor5hvngpfyf2j222agy 201 1 4236 4236 CD work_njzbswnor5hvngpfyf2j222agy 201 2 D. D. NNP work_njzbswnor5hvngpfyf2j222agy 201 3 Hanbay Hanbay NNP work_njzbswnor5hvngpfyf2j222agy 201 4 / / SYM work_njzbswnor5hvngpfyf2j222agy 201 5 Expert Expert NNP work_njzbswnor5hvngpfyf2j222agy 201 6 Systems Systems NNPS work_njzbswnor5hvngpfyf2j222agy 201 7 with with IN work_njzbswnor5hvngpfyf2j222agy 201 8 Applications Applications NNPS work_njzbswnor5hvngpfyf2j222agy 201 9 36 36 CD work_njzbswnor5hvngpfyf2j222agy 201 10 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 201 11 2009 2009 CD work_njzbswnor5hvngpfyf2j222agy 201 12 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 201 13 4232–4238 4232–4238 CD work_njzbswnor5hvngpfyf2j222agy 201 14 Author author NN work_njzbswnor5hvngpfyf2j222agy 201 15 's 's POS work_njzbswnor5hvngpfyf2j222agy 201 16 personal personal JJ work_njzbswnor5hvngpfyf2j222agy 201 17 copy copy NN work_njzbswnor5hvngpfyf2j222agy 201 18 kernel kernel NN work_njzbswnor5hvngpfyf2j222agy 201 19 is be VBZ work_njzbswnor5hvngpfyf2j222agy 201 20 used use VBN work_njzbswnor5hvngpfyf2j222agy 201 21 . . . work_njzbswnor5hvngpfyf2j222agy 202 1 Grid grid NN work_njzbswnor5hvngpfyf2j222agy 202 2 search search NN work_njzbswnor5hvngpfyf2j222agy 202 3 algorithm algorithm NN work_njzbswnor5hvngpfyf2j222agy 202 4 is be VBZ work_njzbswnor5hvngpfyf2j222agy 202 5 used use VBN work_njzbswnor5hvngpfyf2j222agy 202 6 to to TO work_njzbswnor5hvngpfyf2j222agy 202 7 tune tune VB work_njzbswnor5hvngpfyf2j222agy 202 8 the the DT work_njzbswnor5hvngpfyf2j222agy 202 9 c c NNP work_njzbswnor5hvngpfyf2j222agy 202 10 regular- regular- NNP work_njzbswnor5hvngpfyf2j222agy 202 11 ization ization NN work_njzbswnor5hvngpfyf2j222agy 202 12 constant constant JJ work_njzbswnor5hvngpfyf2j222agy 202 13 and and CC work_njzbswnor5hvngpfyf2j222agy 202 14 r r NN work_njzbswnor5hvngpfyf2j222agy 202 15 width width NN work_njzbswnor5hvngpfyf2j222agy 202 16 of of IN work_njzbswnor5hvngpfyf2j222agy 202 17 RBF rbf NN work_njzbswnor5hvngpfyf2j222agy 202 18 kernel kernel NN work_njzbswnor5hvngpfyf2j222agy 202 19 parameters parameter NNS work_njzbswnor5hvngpfyf2j222agy 202 20 . . . work_njzbswnor5hvngpfyf2j222agy 203 1 The the DT work_njzbswnor5hvngpfyf2j222agy 203 2 deter- deter- NN work_njzbswnor5hvngpfyf2j222agy 203 3 mined mine VBD work_njzbswnor5hvngpfyf2j222agy 203 4 optimal optimal NNP work_njzbswnor5hvngpfyf2j222agy 203 5 c c NNP work_njzbswnor5hvngpfyf2j222agy 203 6 value value NN work_njzbswnor5hvngpfyf2j222agy 203 7 is be VBZ work_njzbswnor5hvngpfyf2j222agy 203 8 2.8439 2.8439 CD work_njzbswnor5hvngpfyf2j222agy 203 9 and and CC work_njzbswnor5hvngpfyf2j222agy 203 10 optimal optimal JJ work_njzbswnor5hvngpfyf2j222agy 203 11 r r NN work_njzbswnor5hvngpfyf2j222agy 203 12 value value NN work_njzbswnor5hvngpfyf2j222agy 203 13 is be VBZ work_njzbswnor5hvngpfyf2j222agy 203 14 29.316 29.316 CD work_njzbswnor5hvngpfyf2j222agy 203 15 for for IN work_njzbswnor5hvngpfyf2j222agy 203 16 predicting predict VBG work_njzbswnor5hvngpfyf2j222agy 203 17 mitral mitral JJ work_njzbswnor5hvngpfyf2j222agy 203 18 valve valve NN work_njzbswnor5hvngpfyf2j222agy 203 19 diseases disease NNS work_njzbswnor5hvngpfyf2j222agy 203 20 . . . work_njzbswnor5hvngpfyf2j222agy 204 1 Threefold threefold JJ work_njzbswnor5hvngpfyf2j222agy 204 2 cross cross NN work_njzbswnor5hvngpfyf2j222agy 204 3 - - NN work_njzbswnor5hvngpfyf2j222agy 204 4 validation validation JJ work_njzbswnor5hvngpfyf2j222agy 204 5 meth- meth- NN work_njzbswnor5hvngpfyf2j222agy 204 6 od od NNP work_njzbswnor5hvngpfyf2j222agy 204 7 was be VBD work_njzbswnor5hvngpfyf2j222agy 204 8 applied apply VBN work_njzbswnor5hvngpfyf2j222agy 204 9 to to IN work_njzbswnor5hvngpfyf2j222agy 204 10 the the DT work_njzbswnor5hvngpfyf2j222agy 204 11 105 105 CD work_njzbswnor5hvngpfyf2j222agy 204 12 experimental experimental JJ work_njzbswnor5hvngpfyf2j222agy 204 13 data data NN work_njzbswnor5hvngpfyf2j222agy 204 14 sets set NNS work_njzbswnor5hvngpfyf2j222agy 204 15 for for IN work_njzbswnor5hvngpfyf2j222agy 204 16 computing compute VBG work_njzbswnor5hvngpfyf2j222agy 204 17 the the DT work_njzbswnor5hvngpfyf2j222agy 204 18 validation validation NN work_njzbswnor5hvngpfyf2j222agy 204 19 of of IN work_njzbswnor5hvngpfyf2j222agy 204 20 LS LS NNP work_njzbswnor5hvngpfyf2j222agy 204 21 - - HYPH work_njzbswnor5hvngpfyf2j222agy 204 22 SVM SVM NNP work_njzbswnor5hvngpfyf2j222agy 204 23 model model NN work_njzbswnor5hvngpfyf2j222agy 204 24 . . . work_njzbswnor5hvngpfyf2j222agy 205 1 In in IN work_njzbswnor5hvngpfyf2j222agy 205 2 k k RB work_njzbswnor5hvngpfyf2j222agy 205 3 - - HYPH work_njzbswnor5hvngpfyf2j222agy 205 4 fold fold JJ work_njzbswnor5hvngpfyf2j222agy 205 5 cross cross NN work_njzbswnor5hvngpfyf2j222agy 205 6 - - JJ work_njzbswnor5hvngpfyf2j222agy 205 7 validation validation JJ work_njzbswnor5hvngpfyf2j222agy 205 8 method method NN work_njzbswnor5hvngpfyf2j222agy 205 9 , , , work_njzbswnor5hvngpfyf2j222agy 205 10 the the DT work_njzbswnor5hvngpfyf2j222agy 205 11 data data NN work_njzbswnor5hvngpfyf2j222agy 205 12 set set NN work_njzbswnor5hvngpfyf2j222agy 205 13 is be VBZ work_njzbswnor5hvngpfyf2j222agy 205 14 divided divide VBN work_njzbswnor5hvngpfyf2j222agy 205 15 into into IN work_njzbswnor5hvngpfyf2j222agy 205 16 k k NNP work_njzbswnor5hvngpfyf2j222agy 205 17 subsets subset NNS work_njzbswnor5hvngpfyf2j222agy 205 18 , , , work_njzbswnor5hvngpfyf2j222agy 205 19 and and CC work_njzbswnor5hvngpfyf2j222agy 205 20 the the DT work_njzbswnor5hvngpfyf2j222agy 205 21 holdout holdout NN work_njzbswnor5hvngpfyf2j222agy 205 22 method method NN work_njzbswnor5hvngpfyf2j222agy 205 23 is be VBZ work_njzbswnor5hvngpfyf2j222agy 205 24 re- re- RB work_njzbswnor5hvngpfyf2j222agy 205 25 peated peate VBN work_njzbswnor5hvngpfyf2j222agy 205 26 k k NNP work_njzbswnor5hvngpfyf2j222agy 205 27 times time NNS work_njzbswnor5hvngpfyf2j222agy 205 28 . . . work_njzbswnor5hvngpfyf2j222agy 206 1 At at IN work_njzbswnor5hvngpfyf2j222agy 206 2 each each DT work_njzbswnor5hvngpfyf2j222agy 206 3 time time NN work_njzbswnor5hvngpfyf2j222agy 206 4 , , , work_njzbswnor5hvngpfyf2j222agy 206 5 k k NNP work_njzbswnor5hvngpfyf2j222agy 206 6 � � NNP work_njzbswnor5hvngpfyf2j222agy 206 7 1 1 CD work_njzbswnor5hvngpfyf2j222agy 206 8 subsets subset NNS work_njzbswnor5hvngpfyf2j222agy 206 9 are be VBP work_njzbswnor5hvngpfyf2j222agy 206 10 used use VBN work_njzbswnor5hvngpfyf2j222agy 206 11 for for IN work_njzbswnor5hvngpfyf2j222agy 206 12 training training NN work_njzbswnor5hvngpfyf2j222agy 206 13 and and CC work_njzbswnor5hvngpfyf2j222agy 206 14 kth kth NN work_njzbswnor5hvngpfyf2j222agy 206 15 subset subset NNP work_njzbswnor5hvngpfyf2j222agy 206 16 is be VBZ work_njzbswnor5hvngpfyf2j222agy 206 17 used use VBN work_njzbswnor5hvngpfyf2j222agy 206 18 for for IN work_njzbswnor5hvngpfyf2j222agy 206 19 testing testing NN work_njzbswnor5hvngpfyf2j222agy 206 20 . . . work_njzbswnor5hvngpfyf2j222agy 207 1 Then then RB work_njzbswnor5hvngpfyf2j222agy 207 2 the the DT work_njzbswnor5hvngpfyf2j222agy 207 3 average average JJ work_njzbswnor5hvngpfyf2j222agy 207 4 error error NN work_njzbswnor5hvngpfyf2j222agy 207 5 across across IN work_njzbswnor5hvngpfyf2j222agy 207 6 all all DT work_njzbswnor5hvngpfyf2j222agy 207 7 k k NN work_njzbswnor5hvngpfyf2j222agy 207 8 trials trial NNS work_njzbswnor5hvngpfyf2j222agy 207 9 is be VBZ work_njzbswnor5hvngpfyf2j222agy 207 10 computed compute VBN work_njzbswnor5hvngpfyf2j222agy 207 11 . . . work_njzbswnor5hvngpfyf2j222agy 208 1 Therefore therefore RB work_njzbswnor5hvngpfyf2j222agy 208 2 , , , work_njzbswnor5hvngpfyf2j222agy 208 3 every every DT work_njzbswnor5hvngpfyf2j222agy 208 4 data data NN work_njzbswnor5hvngpfyf2j222agy 208 5 point point NN work_njzbswnor5hvngpfyf2j222agy 208 6 gets get VBZ work_njzbswnor5hvngpfyf2j222agy 208 7 to to TO work_njzbswnor5hvngpfyf2j222agy 208 8 be be VB work_njzbswnor5hvngpfyf2j222agy 208 9 in in IN work_njzbswnor5hvngpfyf2j222agy 208 10 a a DT work_njzbswnor5hvngpfyf2j222agy 208 11 test test NN work_njzbswnor5hvngpfyf2j222agy 208 12 set set VBN work_njzbswnor5hvngpfyf2j222agy 208 13 exactly exactly RB work_njzbswnor5hvngpfyf2j222agy 208 14 once once RB work_njzbswnor5hvngpfyf2j222agy 208 15 , , , work_njzbswnor5hvngpfyf2j222agy 208 16 and and CC work_njzbswnor5hvngpfyf2j222agy 208 17 gets get VBZ work_njzbswnor5hvngpfyf2j222agy 208 18 to to TO work_njzbswnor5hvngpfyf2j222agy 208 19 be be VB work_njzbswnor5hvngpfyf2j222agy 208 20 in in IN work_njzbswnor5hvngpfyf2j222agy 208 21 a a DT work_njzbswnor5hvngpfyf2j222agy 208 22 training training NN work_njzbswnor5hvngpfyf2j222agy 208 23 set set VBN work_njzbswnor5hvngpfyf2j222agy 208 24 k-1 k-1 NN work_njzbswnor5hvngpfyf2j222agy 208 25 times time NNS work_njzbswnor5hvngpfyf2j222agy 208 26 . . . work_njzbswnor5hvngpfyf2j222agy 209 1 Different different JJ work_njzbswnor5hvngpfyf2j222agy 209 2 evaluation evaluation NN work_njzbswnor5hvngpfyf2j222agy 209 3 methods method NNS work_njzbswnor5hvngpfyf2j222agy 209 4 were be VBD work_njzbswnor5hvngpfyf2j222agy 209 5 used use VBN work_njzbswnor5hvngpfyf2j222agy 209 6 for for IN work_njzbswnor5hvngpfyf2j222agy 209 7 calculating calculate VBG work_njzbswnor5hvngpfyf2j222agy 209 8 the the DT work_njzbswnor5hvngpfyf2j222agy 209 9 perfor- perfor- JJ work_njzbswnor5hvngpfyf2j222agy 209 10 mance mance NN work_njzbswnor5hvngpfyf2j222agy 209 11 of of IN work_njzbswnor5hvngpfyf2j222agy 209 12 the the DT work_njzbswnor5hvngpfyf2j222agy 209 13 proposed propose VBN work_njzbswnor5hvngpfyf2j222agy 209 14 expert expert NN work_njzbswnor5hvngpfyf2j222agy 209 15 system system NN work_njzbswnor5hvngpfyf2j222agy 209 16 . . . work_njzbswnor5hvngpfyf2j222agy 210 1 The the DT work_njzbswnor5hvngpfyf2j222agy 210 2 best good JJS work_njzbswnor5hvngpfyf2j222agy 210 3 test test NN work_njzbswnor5hvngpfyf2j222agy 210 4 performance performance NN work_njzbswnor5hvngpfyf2j222agy 210 5 of of IN work_njzbswnor5hvngpfyf2j222agy 210 6 LS LS NNP work_njzbswnor5hvngpfyf2j222agy 210 7 - - HYPH work_njzbswnor5hvngpfyf2j222agy 210 8 SVM SVM NNP work_njzbswnor5hvngpfyf2j222agy 210 9 model model NN work_njzbswnor5hvngpfyf2j222agy 210 10 is be VBZ work_njzbswnor5hvngpfyf2j222agy 210 11 graphically graphically RB work_njzbswnor5hvngpfyf2j222agy 210 12 presented present VBN work_njzbswnor5hvngpfyf2j222agy 210 13 in in IN work_njzbswnor5hvngpfyf2j222agy 210 14 Fig Fig NNP work_njzbswnor5hvngpfyf2j222agy 210 15 . . . work_njzbswnor5hvngpfyf2j222agy 211 1 8 8 LS work_njzbswnor5hvngpfyf2j222agy 211 2 . . . work_njzbswnor5hvngpfyf2j222agy 212 1 As as IN work_njzbswnor5hvngpfyf2j222agy 212 2 seen see VBN work_njzbswnor5hvngpfyf2j222agy 212 3 in in IN work_njzbswnor5hvngpfyf2j222agy 212 4 Fig Fig NNP work_njzbswnor5hvngpfyf2j222agy 212 5 . . . work_njzbswnor5hvngpfyf2j222agy 213 1 8 8 CD work_njzbswnor5hvngpfyf2j222agy 213 2 , , , work_njzbswnor5hvngpfyf2j222agy 213 3 LS LS NNP work_njzbswnor5hvngpfyf2j222agy 213 4 - - HYPH work_njzbswnor5hvngpfyf2j222agy 213 5 SVM SVM NNP work_njzbswnor5hvngpfyf2j222agy 213 6 model model NN work_njzbswnor5hvngpfyf2j222agy 213 7 predicts predict VBZ work_njzbswnor5hvngpfyf2j222agy 213 8 the the DT work_njzbswnor5hvngpfyf2j222agy 213 9 measured measured JJ work_njzbswnor5hvngpfyf2j222agy 213 10 values value NNS work_njzbswnor5hvngpfyf2j222agy 213 11 at at IN work_njzbswnor5hvngpfyf2j222agy 213 12 a a DT work_njzbswnor5hvngpfyf2j222agy 213 13 high high JJ work_njzbswnor5hvngpfyf2j222agy 213 14 accuracy accuracy NN work_njzbswnor5hvngpfyf2j222agy 213 15 rate rate NN work_njzbswnor5hvngpfyf2j222agy 213 16 . . . work_njzbswnor5hvngpfyf2j222agy 214 1 Threefold threefold JJ work_njzbswnor5hvngpfyf2j222agy 214 2 test test NN work_njzbswnor5hvngpfyf2j222agy 214 3 performance performance NN work_njzbswnor5hvngpfyf2j222agy 214 4 of of IN work_njzbswnor5hvngpfyf2j222agy 214 5 LS LS NNP work_njzbswnor5hvngpfyf2j222agy 214 6 - - HYPH work_njzbswnor5hvngpfyf2j222agy 214 7 SVM SVM NNP work_njzbswnor5hvngpfyf2j222agy 214 8 model model NN work_njzbswnor5hvngpfyf2j222agy 214 9 is be VBZ work_njzbswnor5hvngpfyf2j222agy 214 10 shown show VBN work_njzbswnor5hvngpfyf2j222agy 214 11 in in IN work_njzbswnor5hvngpfyf2j222agy 214 12 Ta- Ta- NNP work_njzbswnor5hvngpfyf2j222agy 214 13 ble ble NNP work_njzbswnor5hvngpfyf2j222agy 214 14 1 1 CD work_njzbswnor5hvngpfyf2j222agy 214 15 . . . work_njzbswnor5hvngpfyf2j222agy 215 1 The the DT work_njzbswnor5hvngpfyf2j222agy 215 2 average average JJ work_njzbswnor5hvngpfyf2j222agy 215 3 correct correct JJ work_njzbswnor5hvngpfyf2j222agy 215 4 classification classification NN work_njzbswnor5hvngpfyf2j222agy 215 5 rate rate NN work_njzbswnor5hvngpfyf2j222agy 215 6 is be VBZ work_njzbswnor5hvngpfyf2j222agy 215 7 96.13 96.13 CD work_njzbswnor5hvngpfyf2j222agy 215 8 % % NN work_njzbswnor5hvngpfyf2j222agy 215 9 . . . work_njzbswnor5hvngpfyf2j222agy 216 1 4 4 LS work_njzbswnor5hvngpfyf2j222agy 216 2 . . . work_njzbswnor5hvngpfyf2j222agy 217 1 Conclusions conclusion NNS work_njzbswnor5hvngpfyf2j222agy 217 2 In in IN work_njzbswnor5hvngpfyf2j222agy 217 3 this this DT work_njzbswnor5hvngpfyf2j222agy 217 4 study study NN work_njzbswnor5hvngpfyf2j222agy 217 5 , , , work_njzbswnor5hvngpfyf2j222agy 217 6 a a DT work_njzbswnor5hvngpfyf2j222agy 217 7 decision decision NN work_njzbswnor5hvngpfyf2j222agy 217 8 support support NN work_njzbswnor5hvngpfyf2j222agy 217 9 system system NN work_njzbswnor5hvngpfyf2j222agy 217 10 was be VBD work_njzbswnor5hvngpfyf2j222agy 217 11 developed develop VBN work_njzbswnor5hvngpfyf2j222agy 217 12 for for IN work_njzbswnor5hvngpfyf2j222agy 217 13 the the DT work_njzbswnor5hvngpfyf2j222agy 217 14 interpretation interpretation NN work_njzbswnor5hvngpfyf2j222agy 217 15 of of IN work_njzbswnor5hvngpfyf2j222agy 217 16 the the DT work_njzbswnor5hvngpfyf2j222agy 217 17 DHS DHS NNP work_njzbswnor5hvngpfyf2j222agy 217 18 signals signal NNS work_njzbswnor5hvngpfyf2j222agy 217 19 using use VBG work_njzbswnor5hvngpfyf2j222agy 217 20 pattern pattern NN work_njzbswnor5hvngpfyf2j222agy 217 21 recognition recognition NN work_njzbswnor5hvngpfyf2j222agy 217 22 , , , work_njzbswnor5hvngpfyf2j222agy 217 23 and and CC work_njzbswnor5hvngpfyf2j222agy 217 24 demonstrated demonstrate VBD work_njzbswnor5hvngpfyf2j222agy 217 25 the the DT work_njzbswnor5hvngpfyf2j222agy 217 26 diagnosis diagnosis NN work_njzbswnor5hvngpfyf2j222agy 217 27 performance performance NN work_njzbswnor5hvngpfyf2j222agy 217 28 of of IN work_njzbswnor5hvngpfyf2j222agy 217 29 this this DT work_njzbswnor5hvngpfyf2j222agy 217 30 method method NN work_njzbswnor5hvngpfyf2j222agy 217 31 on on IN work_njzbswnor5hvngpfyf2j222agy 217 32 the the DT work_njzbswnor5hvngpfyf2j222agy 217 33 heart heart NN work_njzbswnor5hvngpfyf2j222agy 217 34 mitral mitral NN work_njzbswnor5hvngpfyf2j222agy 217 35 valves valve NNS work_njzbswnor5hvngpfyf2j222agy 217 36 . . . work_njzbswnor5hvngpfyf2j222agy 218 1 The the DT work_njzbswnor5hvngpfyf2j222agy 218 2 task task NN work_njzbswnor5hvngpfyf2j222agy 218 3 of of IN work_njzbswnor5hvngpfyf2j222agy 218 4 feature feature NN work_njzbswnor5hvngpfyf2j222agy 218 5 extraction extraction NN work_njzbswnor5hvngpfyf2j222agy 218 6 was be VBD work_njzbswnor5hvngpfyf2j222agy 218 7 performed perform VBN work_njzbswnor5hvngpfyf2j222agy 218 8 using use VBG work_njzbswnor5hvngpfyf2j222agy 218 9 the the DT work_njzbswnor5hvngpfyf2j222agy 218 10 wavelet wavelet NN work_njzbswnor5hvngpfyf2j222agy 218 11 packet packet NN work_njzbswnor5hvngpfyf2j222agy 218 12 decomposition decomposition NN work_njzbswnor5hvngpfyf2j222agy 218 13 for for IN work_njzbswnor5hvngpfyf2j222agy 218 14 multi multi JJ work_njzbswnor5hvngpfyf2j222agy 218 15 - - JJ work_njzbswnor5hvngpfyf2j222agy 218 16 scale scale JJ work_njzbswnor5hvngpfyf2j222agy 218 17 analysis analysis NN work_njzbswnor5hvngpfyf2j222agy 218 18 , , , work_njzbswnor5hvngpfyf2j222agy 218 19 FFT FFT NNP work_njzbswnor5hvngpfyf2j222agy 218 20 for for IN work_njzbswnor5hvngpfyf2j222agy 218 21 time time NN work_njzbswnor5hvngpfyf2j222agy 218 22 - - HYPH work_njzbswnor5hvngpfyf2j222agy 218 23 frequency frequency NN work_njzbswnor5hvngpfyf2j222agy 218 24 representations representation NNS work_njzbswnor5hvngpfyf2j222agy 218 25 , , , work_njzbswnor5hvngpfyf2j222agy 218 26 and and CC work_njzbswnor5hvngpfyf2j222agy 218 27 the the DT work_njzbswnor5hvngpfyf2j222agy 218 28 wavelet wavelet NN work_njzbswnor5hvngpfyf2j222agy 218 29 entropy entropy RB work_njzbswnor5hvngpfyf2j222agy 218 30 , , , work_njzbswnor5hvngpfyf2j222agy 218 31 while while IN work_njzbswnor5hvngpfyf2j222agy 218 32 classification classification NN work_njzbswnor5hvngpfyf2j222agy 218 33 was be VBD work_njzbswnor5hvngpfyf2j222agy 218 34 carried carry VBN work_njzbswnor5hvngpfyf2j222agy 218 35 out out RP work_njzbswnor5hvngpfyf2j222agy 218 36 by by IN work_njzbswnor5hvngpfyf2j222agy 218 37 LS LS NNP work_njzbswnor5hvngpfyf2j222agy 218 38 - - HYPH work_njzbswnor5hvngpfyf2j222agy 218 39 SVM SVM NNP work_njzbswnor5hvngpfyf2j222agy 218 40 . . . work_njzbswnor5hvngpfyf2j222agy 219 1 The the DT work_njzbswnor5hvngpfyf2j222agy 219 2 stated state VBN work_njzbswnor5hvngpfyf2j222agy 219 3 results result NNS work_njzbswnor5hvngpfyf2j222agy 219 4 show show VBP work_njzbswnor5hvngpfyf2j222agy 219 5 that that IN work_njzbswnor5hvngpfyf2j222agy 219 6 the the DT work_njzbswnor5hvngpfyf2j222agy 219 7 proposed propose VBN work_njzbswnor5hvngpfyf2j222agy 219 8 method method NN work_njzbswnor5hvngpfyf2j222agy 219 9 can can MD work_njzbswnor5hvngpfyf2j222agy 219 10 make make VB work_njzbswnor5hvngpfyf2j222agy 219 11 an an DT work_njzbswnor5hvngpfyf2j222agy 219 12 efficient efficient JJ work_njzbswnor5hvngpfyf2j222agy 219 13 interpretation interpretation NN work_njzbswnor5hvngpfyf2j222agy 219 14 . . . work_njzbswnor5hvngpfyf2j222agy 220 1 The the DT work_njzbswnor5hvngpfyf2j222agy 220 2 feature feature NN work_njzbswnor5hvngpfyf2j222agy 220 3 choice choice NN work_njzbswnor5hvngpfyf2j222agy 220 4 was be VBD work_njzbswnor5hvngpfyf2j222agy 220 5 motivated motivate VBN work_njzbswnor5hvngpfyf2j222agy 220 6 by by IN work_njzbswnor5hvngpfyf2j222agy 220 7 a a DT work_njzbswnor5hvngpfyf2j222agy 220 8 realization realization NN work_njzbswnor5hvngpfyf2j222agy 220 9 that that WDT work_njzbswnor5hvngpfyf2j222agy 220 10 wavelet wavelet NN work_njzbswnor5hvngpfyf2j222agy 220 11 decomposition decomposition NN work_njzbswnor5hvngpfyf2j222agy 220 12 essentially essentially RB work_njzbswnor5hvngpfyf2j222agy 220 13 is be VBZ work_njzbswnor5hvngpfyf2j222agy 220 14 a a DT work_njzbswnor5hvngpfyf2j222agy 220 15 representation representation NN work_njzbswnor5hvngpfyf2j222agy 220 16 of of IN work_njzbswnor5hvngpfyf2j222agy 220 17 a a DT work_njzbswnor5hvngpfyf2j222agy 220 18 signal signal NN work_njzbswnor5hvngpfyf2j222agy 220 19 at at IN work_njzbswnor5hvngpfyf2j222agy 220 20 a a DT work_njzbswnor5hvngpfyf2j222agy 220 21 vari- vari- JJ work_njzbswnor5hvngpfyf2j222agy 220 22 ety ety NN work_njzbswnor5hvngpfyf2j222agy 220 23 of of IN work_njzbswnor5hvngpfyf2j222agy 220 24 resolutions resolution NNS work_njzbswnor5hvngpfyf2j222agy 220 25 . . . work_njzbswnor5hvngpfyf2j222agy 221 1 In in IN work_njzbswnor5hvngpfyf2j222agy 221 2 brief brief NN work_njzbswnor5hvngpfyf2j222agy 221 3 , , , work_njzbswnor5hvngpfyf2j222agy 221 4 the the DT work_njzbswnor5hvngpfyf2j222agy 221 5 wavelet wavelet NN work_njzbswnor5hvngpfyf2j222agy 221 6 packet packet NN work_njzbswnor5hvngpfyf2j222agy 221 7 decomposition decomposition NN work_njzbswnor5hvngpfyf2j222agy 221 8 has have VBZ work_njzbswnor5hvngpfyf2j222agy 221 9 been be VBN work_njzbswnor5hvngpfyf2j222agy 221 10 demonstrated demonstrate VBN work_njzbswnor5hvngpfyf2j222agy 221 11 to to TO work_njzbswnor5hvngpfyf2j222agy 221 12 be be VB work_njzbswnor5hvngpfyf2j222agy 221 13 an an DT work_njzbswnor5hvngpfyf2j222agy 221 14 effective effective JJ work_njzbswnor5hvngpfyf2j222agy 221 15 tool tool NN work_njzbswnor5hvngpfyf2j222agy 221 16 for for IN work_njzbswnor5hvngpfyf2j222agy 221 17 extracting extract VBG work_njzbswnor5hvngpfyf2j222agy 221 18 informa- informa- JJ work_njzbswnor5hvngpfyf2j222agy 221 19 tion tion NN work_njzbswnor5hvngpfyf2j222agy 221 20 from from IN work_njzbswnor5hvngpfyf2j222agy 221 21 the the DT work_njzbswnor5hvngpfyf2j222agy 221 22 DHS DHS NNP work_njzbswnor5hvngpfyf2j222agy 221 23 signals signal NNS work_njzbswnor5hvngpfyf2j222agy 221 24 . . . work_njzbswnor5hvngpfyf2j222agy 222 1 Moreover moreover RB work_njzbswnor5hvngpfyf2j222agy 222 2 , , , work_njzbswnor5hvngpfyf2j222agy 222 3 the the DT work_njzbswnor5hvngpfyf2j222agy 222 4 proposed propose VBN work_njzbswnor5hvngpfyf2j222agy 222 5 feature feature NN work_njzbswnor5hvngpfyf2j222agy 222 6 extrac- extrac- NNS work_njzbswnor5hvngpfyf2j222agy 222 7 tion tion NN work_njzbswnor5hvngpfyf2j222agy 222 8 method method NN work_njzbswnor5hvngpfyf2j222agy 222 9 is be VBZ work_njzbswnor5hvngpfyf2j222agy 222 10 robust robust JJ work_njzbswnor5hvngpfyf2j222agy 222 11 against against IN work_njzbswnor5hvngpfyf2j222agy 222 12 the the DT work_njzbswnor5hvngpfyf2j222agy 222 13 noise noise NN work_njzbswnor5hvngpfyf2j222agy 222 14 in in IN work_njzbswnor5hvngpfyf2j222agy 222 15 the the DT work_njzbswnor5hvngpfyf2j222agy 222 16 DHS DHS NNP work_njzbswnor5hvngpfyf2j222agy 222 17 signals signal NNS work_njzbswnor5hvngpfyf2j222agy 222 18 . . . work_njzbswnor5hvngpfyf2j222agy 223 1 In in IN work_njzbswnor5hvngpfyf2j222agy 223 2 this this DT work_njzbswnor5hvngpfyf2j222agy 223 3 paper paper NN work_njzbswnor5hvngpfyf2j222agy 223 4 , , , work_njzbswnor5hvngpfyf2j222agy 223 5 the the DT work_njzbswnor5hvngpfyf2j222agy 223 6 application application NN work_njzbswnor5hvngpfyf2j222agy 223 7 of of IN work_njzbswnor5hvngpfyf2j222agy 223 8 the the DT work_njzbswnor5hvngpfyf2j222agy 223 9 wavelet wavelet NN work_njzbswnor5hvngpfyf2j222agy 223 10 entropy entropy RB work_njzbswnor5hvngpfyf2j222agy 223 11 to to IN work_njzbswnor5hvngpfyf2j222agy 223 12 the the DT work_njzbswnor5hvngpfyf2j222agy 223 13 fea- fea- JJ work_njzbswnor5hvngpfyf2j222agy 223 14 ture ture NN work_njzbswnor5hvngpfyf2j222agy 223 15 extraction extraction NN work_njzbswnor5hvngpfyf2j222agy 223 16 from from IN work_njzbswnor5hvngpfyf2j222agy 223 17 DHS DHS NNP work_njzbswnor5hvngpfyf2j222agy 223 18 signals signal NNS work_njzbswnor5hvngpfyf2j222agy 223 19 was be VBD work_njzbswnor5hvngpfyf2j222agy 223 20 shown show VBN work_njzbswnor5hvngpfyf2j222agy 223 21 . . . work_njzbswnor5hvngpfyf2j222agy 224 1 Wavelet wavelet VB work_njzbswnor5hvngpfyf2j222agy 224 2 entropy entropy RB work_njzbswnor5hvngpfyf2j222agy 224 3 proved prove VBD work_njzbswnor5hvngpfyf2j222agy 224 4 to to TO work_njzbswnor5hvngpfyf2j222agy 224 5 be be VB work_njzbswnor5hvngpfyf2j222agy 224 6 a a DT work_njzbswnor5hvngpfyf2j222agy 224 7 very very RB work_njzbswnor5hvngpfyf2j222agy 224 8 useful useful JJ work_njzbswnor5hvngpfyf2j222agy 224 9 tool tool NN work_njzbswnor5hvngpfyf2j222agy 224 10 for for IN work_njzbswnor5hvngpfyf2j222agy 224 11 characterizing characterize VBG work_njzbswnor5hvngpfyf2j222agy 224 12 the the DT work_njzbswnor5hvngpfyf2j222agy 224 13 DHS DHS NNP work_njzbswnor5hvngpfyf2j222agy 224 14 signal signal NN work_njzbswnor5hvngpfyf2j222agy 224 15 , , , work_njzbswnor5hvngpfyf2j222agy 224 16 furthermore furthermore RB work_njzbswnor5hvngpfyf2j222agy 224 17 the the DT work_njzbswnor5hvngpfyf2j222agy 224 18 information information NN work_njzbswnor5hvngpfyf2j222agy 224 19 obtained obtain VBN work_njzbswnor5hvngpfyf2j222agy 224 20 with with IN work_njzbswnor5hvngpfyf2j222agy 224 21 the the DT work_njzbswnor5hvngpfyf2j222agy 224 22 wavelet wavelet NN work_njzbswnor5hvngpfyf2j222agy 224 23 entropy entropy RB work_njzbswnor5hvngpfyf2j222agy 224 24 proved prove VBD work_njzbswnor5hvngpfyf2j222agy 224 25 not not RB work_njzbswnor5hvngpfyf2j222agy 224 26 to to TO work_njzbswnor5hvngpfyf2j222agy 224 27 be be VB work_njzbswnor5hvngpfyf2j222agy 224 28 trivially trivially RB work_njzbswnor5hvngpfyf2j222agy 224 29 related relate VBN work_njzbswnor5hvngpfyf2j222agy 224 30 with with IN work_njzbswnor5hvngpfyf2j222agy 224 31 the the DT work_njzbswnor5hvngpfyf2j222agy 224 32 energy energy NN work_njzbswnor5hvngpfyf2j222agy 224 33 and and CC work_njzbswnor5hvngpfyf2j222agy 224 34 consequently consequently RB work_njzbswnor5hvngpfyf2j222agy 224 35 with with IN work_njzbswnor5hvngpfyf2j222agy 224 36 the the DT work_njzbswnor5hvngpfyf2j222agy 224 37 amplitude amplitude NN work_njzbswnor5hvngpfyf2j222agy 224 38 of of IN work_njzbswnor5hvngpfyf2j222agy 224 39 the the DT work_njzbswnor5hvngpfyf2j222agy 224 40 signal signal NN work_njzbswnor5hvngpfyf2j222agy 224 41 . . . work_njzbswnor5hvngpfyf2j222agy 225 1 This this DT work_njzbswnor5hvngpfyf2j222agy 225 2 means mean VBZ work_njzbswnor5hvngpfyf2j222agy 225 3 that that IN work_njzbswnor5hvngpfyf2j222agy 225 4 with with IN work_njzbswnor5hvngpfyf2j222agy 225 5 this this DT work_njzbswnor5hvngpfyf2j222agy 225 6 method method NN work_njzbswnor5hvngpfyf2j222agy 225 7 , , , work_njzbswnor5hvngpfyf2j222agy 225 8 new new JJ work_njzbswnor5hvngpfyf2j222agy 225 9 information information NN work_njzbswnor5hvngpfyf2j222agy 225 10 can can MD work_njzbswnor5hvngpfyf2j222agy 225 11 be be VB work_njzbswnor5hvngpfyf2j222agy 225 12 accessed access VBN work_njzbswnor5hvngpfyf2j222agy 225 13 with with IN work_njzbswnor5hvngpfyf2j222agy 225 14 an an DT work_njzbswnor5hvngpfyf2j222agy 225 15 approach approach NN work_njzbswnor5hvngpfyf2j222agy 225 16 different different JJ work_njzbswnor5hvngpfyf2j222agy 225 17 from from IN work_njzbswnor5hvngpfyf2j222agy 225 18 the the DT work_njzbswnor5hvngpfyf2j222agy 225 19 traditional traditional JJ work_njzbswnor5hvngpfyf2j222agy 225 20 analysis analysis NN work_njzbswnor5hvngpfyf2j222agy 225 21 of of IN work_njzbswnor5hvngpfyf2j222agy 225 22 amplitude amplitude NN work_njzbswnor5hvngpfyf2j222agy 225 23 of of IN work_njzbswnor5hvngpfyf2j222agy 225 24 DHS DHS NNP work_njzbswnor5hvngpfyf2j222agy 225 25 signal signal NN work_njzbswnor5hvngpfyf2j222agy 225 26 . . . work_njzbswnor5hvngpfyf2j222agy 226 1 This this DT work_njzbswnor5hvngpfyf2j222agy 226 2 system system NN work_njzbswnor5hvngpfyf2j222agy 226 3 is be VBZ work_njzbswnor5hvngpfyf2j222agy 226 4 of of IN work_njzbswnor5hvngpfyf2j222agy 226 5 better well JJR work_njzbswnor5hvngpfyf2j222agy 226 6 clinical clinical JJ work_njzbswnor5hvngpfyf2j222agy 226 7 application application NN work_njzbswnor5hvngpfyf2j222agy 226 8 over over IN work_njzbswnor5hvngpfyf2j222agy 226 9 others other NNS work_njzbswnor5hvngpfyf2j222agy 226 10 , , , work_njzbswnor5hvngpfyf2j222agy 226 11 espe- espe- NNP work_njzbswnor5hvngpfyf2j222agy 226 12 cially cially RB work_njzbswnor5hvngpfyf2j222agy 226 13 for for IN work_njzbswnor5hvngpfyf2j222agy 226 14 earlier early JJR work_njzbswnor5hvngpfyf2j222agy 226 15 survey survey NN work_njzbswnor5hvngpfyf2j222agy 226 16 of of IN work_njzbswnor5hvngpfyf2j222agy 226 17 a a DT work_njzbswnor5hvngpfyf2j222agy 226 18 population population NN work_njzbswnor5hvngpfyf2j222agy 226 19 . . . work_njzbswnor5hvngpfyf2j222agy 227 1 However however RB work_njzbswnor5hvngpfyf2j222agy 227 2 , , , work_njzbswnor5hvngpfyf2j222agy 227 3 the the DT work_njzbswnor5hvngpfyf2j222agy 227 4 position position NN work_njzbswnor5hvngpfyf2j222agy 227 5 of of IN work_njzbswnor5hvngpfyf2j222agy 227 6 the the DT work_njzbswnor5hvngpfyf2j222agy 227 7 ultrasound ultrasound NN work_njzbswnor5hvngpfyf2j222agy 227 8 probe probe NN work_njzbswnor5hvngpfyf2j222agy 227 9 , , , work_njzbswnor5hvngpfyf2j222agy 227 10 which which WDT work_njzbswnor5hvngpfyf2j222agy 227 11 is be VBZ work_njzbswnor5hvngpfyf2j222agy 227 12 used use VBN work_njzbswnor5hvngpfyf2j222agy 227 13 for for IN work_njzbswnor5hvngpfyf2j222agy 227 14 data datum NNS work_njzbswnor5hvngpfyf2j222agy 227 15 acquisition acquisition NN work_njzbswnor5hvngpfyf2j222agy 227 16 from from IN work_njzbswnor5hvngpfyf2j222agy 227 17 the the DT work_njzbswnor5hvngpfyf2j222agy 227 18 heart heart NN work_njzbswnor5hvngpfyf2j222agy 227 19 valves valve NNS work_njzbswnor5hvngpfyf2j222agy 227 20 , , , work_njzbswnor5hvngpfyf2j222agy 227 21 must must MD work_njzbswnor5hvngpfyf2j222agy 227 22 be be VB work_njzbswnor5hvngpfyf2j222agy 227 23 taken take VBN work_njzbswnor5hvngpfyf2j222agy 227 24 into into IN work_njzbswnor5hvngpfyf2j222agy 227 25 consideration consideration NN work_njzbswnor5hvngpfyf2j222agy 227 26 by by IN work_njzbswnor5hvngpfyf2j222agy 227 27 a a DT work_njzbswnor5hvngpfyf2j222agy 227 28 physician physician NN work_njzbswnor5hvngpfyf2j222agy 227 29 . . . work_njzbswnor5hvngpfyf2j222agy 228 1 Although although IN work_njzbswnor5hvngpfyf2j222agy 228 2 this this DT work_njzbswnor5hvngpfyf2j222agy 228 3 decision decision NN work_njzbswnor5hvngpfyf2j222agy 228 4 support support NN work_njzbswnor5hvngpfyf2j222agy 228 5 system system NN work_njzbswnor5hvngpfyf2j222agy 228 6 was be VBD work_njzbswnor5hvngpfyf2j222agy 228 7 carried carry VBN work_njzbswnor5hvngpfyf2j222agy 228 8 out out RP work_njzbswnor5hvngpfyf2j222agy 228 9 on on IN work_njzbswnor5hvngpfyf2j222agy 228 10 the the DT work_njzbswnor5hvngpfyf2j222agy 228 11 heart heart NN work_njzbswnor5hvngpfyf2j222agy 228 12 mitral mitral JJ work_njzbswnor5hvngpfyf2j222agy 228 13 valves valve NNS work_njzbswnor5hvngpfyf2j222agy 228 14 , , , work_njzbswnor5hvngpfyf2j222agy 228 15 similar similar JJ work_njzbswnor5hvngpfyf2j222agy 228 16 results result NNS work_njzbswnor5hvngpfyf2j222agy 228 17 for for IN work_njzbswnor5hvngpfyf2j222agy 228 18 the the DT work_njzbswnor5hvngpfyf2j222agy 228 19 other other JJ work_njzbswnor5hvngpfyf2j222agy 228 20 valves valve NNS work_njzbswnor5hvngpfyf2j222agy 228 21 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 228 22 tricuspid tricuspid NN work_njzbswnor5hvngpfyf2j222agy 228 23 and and CC work_njzbswnor5hvngpfyf2j222agy 228 24 pulmonary pulmonary JJ work_njzbswnor5hvngpfyf2j222agy 228 25 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 228 26 and and CC work_njzbswnor5hvngpfyf2j222agy 228 27 other other JJ work_njzbswnor5hvngpfyf2j222agy 228 28 Doppler Doppler NNP work_njzbswnor5hvngpfyf2j222agy 228 29 studies study NNS work_njzbswnor5hvngpfyf2j222agy 228 30 can can MD work_njzbswnor5hvngpfyf2j222agy 228 31 be be VB work_njzbswnor5hvngpfyf2j222agy 228 32 expected expect VBN work_njzbswnor5hvngpfyf2j222agy 228 33 . . . work_njzbswnor5hvngpfyf2j222agy 229 1 Besides besides IN work_njzbswnor5hvngpfyf2j222agy 229 2 the the DT work_njzbswnor5hvngpfyf2j222agy 229 3 feasibility feasibility NN work_njzbswnor5hvngpfyf2j222agy 229 4 of of IN work_njzbswnor5hvngpfyf2j222agy 229 5 a a DT work_njzbswnor5hvngpfyf2j222agy 229 6 real real JJ work_njzbswnor5hvngpfyf2j222agy 229 7 - - HYPH work_njzbswnor5hvngpfyf2j222agy 229 8 time time NN work_njzbswnor5hvngpfyf2j222agy 229 9 implementation implementation NN work_njzbswnor5hvngpfyf2j222agy 229 10 of of IN work_njzbswnor5hvngpfyf2j222agy 229 11 the the DT work_njzbswnor5hvngpfyf2j222agy 229 12 decision decision NN work_njzbswnor5hvngpfyf2j222agy 229 13 sup- sup- JJ work_njzbswnor5hvngpfyf2j222agy 229 14 port port NN work_njzbswnor5hvngpfyf2j222agy 229 15 system system NN work_njzbswnor5hvngpfyf2j222agy 229 16 , , , work_njzbswnor5hvngpfyf2j222agy 229 17 by by IN work_njzbswnor5hvngpfyf2j222agy 229 18 increasing increase VBG work_njzbswnor5hvngpfyf2j222agy 229 19 the the DT work_njzbswnor5hvngpfyf2j222agy 229 20 variety variety NN work_njzbswnor5hvngpfyf2j222agy 229 21 and and CC work_njzbswnor5hvngpfyf2j222agy 229 22 number number NN work_njzbswnor5hvngpfyf2j222agy 229 23 of of IN work_njzbswnor5hvngpfyf2j222agy 229 24 DHS DHS NNP work_njzbswnor5hvngpfyf2j222agy 229 25 signals signal VBZ work_njzbswnor5hvngpfyf2j222agy 229 26 additional additional JJ work_njzbswnor5hvngpfyf2j222agy 229 27 information information NN work_njzbswnor5hvngpfyf2j222agy 229 28 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 229 29 i.e. i.e. FW work_njzbswnor5hvngpfyf2j222agy 229 30 , , , work_njzbswnor5hvngpfyf2j222agy 229 31 quantification quantification NN work_njzbswnor5hvngpfyf2j222agy 229 32 of of IN work_njzbswnor5hvngpfyf2j222agy 229 33 the the DT work_njzbswnor5hvngpfyf2j222agy 229 34 heart heart NN work_njzbswnor5hvngpfyf2j222agy 229 35 valve valve NN work_njzbswnor5hvngpfyf2j222agy 229 36 regur- regur- IN work_njzbswnor5hvngpfyf2j222agy 229 37 gitation gitation NN work_njzbswnor5hvngpfyf2j222agy 229 38 and and CC work_njzbswnor5hvngpfyf2j222agy 229 39 stenosis stenosis NN work_njzbswnor5hvngpfyf2j222agy 229 40 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 229 41 can can MD work_njzbswnor5hvngpfyf2j222agy 229 42 be be VB work_njzbswnor5hvngpfyf2j222agy 229 43 provided provide VBN work_njzbswnor5hvngpfyf2j222agy 229 44 for for IN work_njzbswnor5hvngpfyf2j222agy 229 45 diagnosis diagnosis NN work_njzbswnor5hvngpfyf2j222agy 229 46 . . . work_njzbswnor5hvngpfyf2j222agy 230 1 Acknowledgments acknowledgment NNS work_njzbswnor5hvngpfyf2j222agy 230 2 The the DT work_njzbswnor5hvngpfyf2j222agy 230 3 author author NN work_njzbswnor5hvngpfyf2j222agy 230 4 thanks thank NNS work_njzbswnor5hvngpfyf2j222agy 230 5 Dr. Dr. NNP work_njzbswnor5hvngpfyf2j222agy 230 6 Ibrahim Ibrahim NNP work_njzbswnor5hvngpfyf2j222agy 230 7 Turkoglu Turkoglu NNP work_njzbswnor5hvngpfyf2j222agy 230 8 for for IN work_njzbswnor5hvngpfyf2j222agy 230 9 his -PRON- PRP$ work_njzbswnor5hvngpfyf2j222agy 230 10 valuable valuable JJ work_njzbswnor5hvngpfyf2j222agy 230 11 support support NN work_njzbswnor5hvngpfyf2j222agy 230 12 and and CC work_njzbswnor5hvngpfyf2j222agy 230 13 suggestion suggestion NN work_njzbswnor5hvngpfyf2j222agy 230 14 in in IN work_njzbswnor5hvngpfyf2j222agy 230 15 improving improve VBG work_njzbswnor5hvngpfyf2j222agy 230 16 the the DT work_njzbswnor5hvngpfyf2j222agy 230 17 technical technical JJ work_njzbswnor5hvngpfyf2j222agy 230 18 presentation presentation NN work_njzbswnor5hvngpfyf2j222agy 230 19 of of IN work_njzbswnor5hvngpfyf2j222agy 230 20 this this DT work_njzbswnor5hvngpfyf2j222agy 230 21 pa- pa- XX work_njzbswnor5hvngpfyf2j222agy 230 22 per per IN work_njzbswnor5hvngpfyf2j222agy 230 23 . . . work_njzbswnor5hvngpfyf2j222agy 231 1 The the DT work_njzbswnor5hvngpfyf2j222agy 231 2 author author NN work_njzbswnor5hvngpfyf2j222agy 231 3 thanks thank NNS work_njzbswnor5hvngpfyf2j222agy 231 4 Dr. Dr. NNP work_njzbswnor5hvngpfyf2j222agy 231 5 Erdogan Erdogan NNP work_njzbswnor5hvngpfyf2j222agy 231 6 ILKAY ILKAY NNP work_njzbswnor5hvngpfyf2j222agy 231 7 and and CC work_njzbswnor5hvngpfyf2j222agy 231 8 the the DT work_njzbswnor5hvngpfyf2j222agy 231 9 Cardiology Cardiology NNP work_njzbswnor5hvngpfyf2j222agy 231 10 Department Department NNP work_njzbswnor5hvngpfyf2j222agy 231 11 of of IN work_njzbswnor5hvngpfyf2j222agy 231 12 the the DT work_njzbswnor5hvngpfyf2j222agy 231 13 Firat Firat NNP work_njzbswnor5hvngpfyf2j222agy 231 14 Medicine Medicine NNP work_njzbswnor5hvngpfyf2j222agy 231 15 Center Center NNP work_njzbswnor5hvngpfyf2j222agy 231 16 , , , work_njzbswnor5hvngpfyf2j222agy 231 17 Elazig Elazig NNP work_njzbswnor5hvngpfyf2j222agy 231 18 / / SYM work_njzbswnor5hvngpfyf2j222agy 231 19 Turkey Turkey NNP work_njzbswnor5hvngpfyf2j222agy 231 20 for for IN work_njzbswnor5hvngpfyf2j222agy 231 21 provid- provid- NN work_njzbswnor5hvngpfyf2j222agy 231 22 ing e VBG work_njzbswnor5hvngpfyf2j222agy 231 23 the the DT work_njzbswnor5hvngpfyf2j222agy 231 24 DHS DHS NNP work_njzbswnor5hvngpfyf2j222agy 231 25 signals signal VBZ work_njzbswnor5hvngpfyf2j222agy 231 26 too too RB work_njzbswnor5hvngpfyf2j222agy 231 27 . . . work_njzbswnor5hvngpfyf2j222agy 232 1 References References NNPS work_njzbswnor5hvngpfyf2j222agy 232 2 Akay Akay NNP work_njzbswnor5hvngpfyf2j222agy 232 3 , , , work_njzbswnor5hvngpfyf2j222agy 232 4 M. M. NNP work_njzbswnor5hvngpfyf2j222agy 232 5 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 232 6 1997 1997 CD work_njzbswnor5hvngpfyf2j222agy 232 7 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 232 8 . . . work_njzbswnor5hvngpfyf2j222agy 233 1 Wavelet wavelet NN work_njzbswnor5hvngpfyf2j222agy 233 2 applications application NNS work_njzbswnor5hvngpfyf2j222agy 233 3 in in IN work_njzbswnor5hvngpfyf2j222agy 233 4 medicine medicine NN work_njzbswnor5hvngpfyf2j222agy 233 5 . . . work_njzbswnor5hvngpfyf2j222agy 234 1 IEEE IEEE NNP work_njzbswnor5hvngpfyf2j222agy 234 2 Spectrum Spectrum NNP work_njzbswnor5hvngpfyf2j222agy 234 3 , , , work_njzbswnor5hvngpfyf2j222agy 234 4 34(May 34(may CD work_njzbswnor5hvngpfyf2j222agy 234 5 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 234 6 , , , work_njzbswnor5hvngpfyf2j222agy 234 7 50–56 50–56 CD work_njzbswnor5hvngpfyf2j222agy 234 8 . . . work_njzbswnor5hvngpfyf2j222agy 235 1 Akay Akay NNP work_njzbswnor5hvngpfyf2j222agy 235 2 , , , work_njzbswnor5hvngpfyf2j222agy 235 3 M. M. NNP work_njzbswnor5hvngpfyf2j222agy 235 4 , , , work_njzbswnor5hvngpfyf2j222agy 235 5 Akay Akay NNP work_njzbswnor5hvngpfyf2j222agy 235 6 , , , work_njzbswnor5hvngpfyf2j222agy 235 7 Y. Y. NNP work_njzbswnor5hvngpfyf2j222agy 235 8 M. M. NNP work_njzbswnor5hvngpfyf2j222agy 235 9 , , , work_njzbswnor5hvngpfyf2j222agy 235 10 & & CC work_njzbswnor5hvngpfyf2j222agy 235 11 Welkowitz Welkowitz NNP work_njzbswnor5hvngpfyf2j222agy 235 12 , , , work_njzbswnor5hvngpfyf2j222agy 235 13 W. W. NNP work_njzbswnor5hvngpfyf2j222agy 235 14 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 235 15 1992 1992 CD work_njzbswnor5hvngpfyf2j222agy 235 16 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 235 17 . . . work_njzbswnor5hvngpfyf2j222agy 236 1 Neural neural JJ work_njzbswnor5hvngpfyf2j222agy 236 2 networks network NNS work_njzbswnor5hvngpfyf2j222agy 236 3 for for IN work_njzbswnor5hvngpfyf2j222agy 236 4 the the DT work_njzbswnor5hvngpfyf2j222agy 236 5 diagnosis diagnosis NN work_njzbswnor5hvngpfyf2j222agy 236 6 of of IN work_njzbswnor5hvngpfyf2j222agy 236 7 coronary coronary JJ work_njzbswnor5hvngpfyf2j222agy 236 8 artery artery NN work_njzbswnor5hvngpfyf2j222agy 236 9 disease disease NN work_njzbswnor5hvngpfyf2j222agy 236 10 . . . work_njzbswnor5hvngpfyf2j222agy 237 1 International International NNP work_njzbswnor5hvngpfyf2j222agy 237 2 Joint Joint NNP work_njzbswnor5hvngpfyf2j222agy 237 3 Conference Conference NNP work_njzbswnor5hvngpfyf2j222agy 237 4 on on IN work_njzbswnor5hvngpfyf2j222agy 237 5 Neural Neural NNP work_njzbswnor5hvngpfyf2j222agy 237 6 Networks Networks NNPS work_njzbswnor5hvngpfyf2j222agy 237 7 , , , work_njzbswnor5hvngpfyf2j222agy 237 8 IJCNN IJCNN NNP work_njzbswnor5hvngpfyf2j222agy 237 9 , , , work_njzbswnor5hvngpfyf2j222agy 237 10 2 2 CD work_njzbswnor5hvngpfyf2j222agy 237 11 , , , work_njzbswnor5hvngpfyf2j222agy 237 12 419–424 419–424 CD work_njzbswnor5hvngpfyf2j222agy 237 13 . . . work_njzbswnor5hvngpfyf2j222agy 238 1 Bakhtazad Bakhtazad NNP work_njzbswnor5hvngpfyf2j222agy 238 2 , , , work_njzbswnor5hvngpfyf2j222agy 238 3 A. a. NN work_njzbswnor5hvngpfyf2j222agy 238 4 , , , work_njzbswnor5hvngpfyf2j222agy 238 5 Palazoglu Palazoglu NNP work_njzbswnor5hvngpfyf2j222agy 238 6 , , , work_njzbswnor5hvngpfyf2j222agy 238 7 A. a. NN work_njzbswnor5hvngpfyf2j222agy 238 8 , , , work_njzbswnor5hvngpfyf2j222agy 238 9 & & CC work_njzbswnor5hvngpfyf2j222agy 238 10 Romagnoli Romagnoli NNP work_njzbswnor5hvngpfyf2j222agy 238 11 , , , work_njzbswnor5hvngpfyf2j222agy 238 12 J. J. NNP work_njzbswnor5hvngpfyf2j222agy 239 1 A. A. NNP work_njzbswnor5hvngpfyf2j222agy 240 1 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 240 2 1999 1999 CD work_njzbswnor5hvngpfyf2j222agy 240 3 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 240 4 . . . work_njzbswnor5hvngpfyf2j222agy 241 1 Process process NN work_njzbswnor5hvngpfyf2j222agy 241 2 data datum NNS work_njzbswnor5hvngpfyf2j222agy 241 3 de de NN work_njzbswnor5hvngpfyf2j222agy 241 4 - - JJ work_njzbswnor5hvngpfyf2j222agy 241 5 noising noising JJ work_njzbswnor5hvngpfyf2j222agy 241 6 using use VBG work_njzbswnor5hvngpfyf2j222agy 241 7 wavelet wavelet NN work_njzbswnor5hvngpfyf2j222agy 241 8 transform transform NN work_njzbswnor5hvngpfyf2j222agy 241 9 . . . work_njzbswnor5hvngpfyf2j222agy 242 1 Intelligent Intelligent NNP work_njzbswnor5hvngpfyf2j222agy 242 2 Data Data NNP work_njzbswnor5hvngpfyf2j222agy 242 3 Analysis Analysis NNP work_njzbswnor5hvngpfyf2j222agy 242 4 , , , work_njzbswnor5hvngpfyf2j222agy 242 5 3 3 CD work_njzbswnor5hvngpfyf2j222agy 242 6 . . . work_njzbswnor5hvngpfyf2j222agy 243 1 Banks bank NNS work_njzbswnor5hvngpfyf2j222agy 243 2 , , , work_njzbswnor5hvngpfyf2j222agy 243 3 S. S. NNP work_njzbswnor5hvngpfyf2j222agy 243 4 P. P. NNP work_njzbswnor5hvngpfyf2j222agy 243 5 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 243 6 1991 1991 CD work_njzbswnor5hvngpfyf2j222agy 243 7 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 243 8 . . . work_njzbswnor5hvngpfyf2j222agy 244 1 Signal signal JJ work_njzbswnor5hvngpfyf2j222agy 244 2 processing processing NN work_njzbswnor5hvngpfyf2j222agy 244 3 , , , work_njzbswnor5hvngpfyf2j222agy 244 4 image image NN work_njzbswnor5hvngpfyf2j222agy 244 5 processing processing NN work_njzbswnor5hvngpfyf2j222agy 244 6 and and CC work_njzbswnor5hvngpfyf2j222agy 244 7 pattern pattern NN work_njzbswnor5hvngpfyf2j222agy 244 8 recognition recognition NN work_njzbswnor5hvngpfyf2j222agy 244 9 . . . work_njzbswnor5hvngpfyf2j222agy 245 1 NJ NJ NNP work_njzbswnor5hvngpfyf2j222agy 245 2 , , , work_njzbswnor5hvngpfyf2j222agy 245 3 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 245 4 : : : work_njzbswnor5hvngpfyf2j222agy 245 5 Prentice Prentice NNP work_njzbswnor5hvngpfyf2j222agy 245 6 Hall Hall NNP work_njzbswnor5hvngpfyf2j222agy 245 7 . . . work_njzbswnor5hvngpfyf2j222agy 246 1 Bishop Bishop NNP work_njzbswnor5hvngpfyf2j222agy 246 2 , , , work_njzbswnor5hvngpfyf2j222agy 246 3 C. C. NNP work_njzbswnor5hvngpfyf2j222agy 246 4 M. M. NNP work_njzbswnor5hvngpfyf2j222agy 246 5 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 246 6 1996 1996 CD work_njzbswnor5hvngpfyf2j222agy 246 7 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 246 8 . . . work_njzbswnor5hvngpfyf2j222agy 247 1 Neural neural JJ work_njzbswnor5hvngpfyf2j222agy 247 2 networks network NNS work_njzbswnor5hvngpfyf2j222agy 247 3 for for IN work_njzbswnor5hvngpfyf2j222agy 247 4 pattern pattern NN work_njzbswnor5hvngpfyf2j222agy 247 5 recognition recognition NN work_njzbswnor5hvngpfyf2j222agy 247 6 . . . work_njzbswnor5hvngpfyf2j222agy 248 1 Oxford Oxford NNP work_njzbswnor5hvngpfyf2j222agy 248 2 : : : work_njzbswnor5hvngpfyf2j222agy 248 3 Clarendon Clarendon NNP work_njzbswnor5hvngpfyf2j222agy 248 4 Press Press NNP work_njzbswnor5hvngpfyf2j222agy 248 5 . . . work_njzbswnor5hvngpfyf2j222agy 249 1 Burrus Burrus NNP work_njzbswnor5hvngpfyf2j222agy 249 2 , , , work_njzbswnor5hvngpfyf2j222agy 249 3 C. C. NNP work_njzbswnor5hvngpfyf2j222agy 249 4 S. S. NNP work_njzbswnor5hvngpfyf2j222agy 249 5 , , , work_njzbswnor5hvngpfyf2j222agy 249 6 Gopinath Gopinath NNP work_njzbswnor5hvngpfyf2j222agy 249 7 , , , work_njzbswnor5hvngpfyf2j222agy 249 8 R. R. NNP work_njzbswnor5hvngpfyf2j222agy 249 9 A. A. NNP work_njzbswnor5hvngpfyf2j222agy 249 10 , , , work_njzbswnor5hvngpfyf2j222agy 249 11 & & CC work_njzbswnor5hvngpfyf2j222agy 249 12 Guo Guo NNP work_njzbswnor5hvngpfyf2j222agy 249 13 , , , work_njzbswnor5hvngpfyf2j222agy 249 14 H. H. NNP work_njzbswnor5hvngpfyf2j222agy 249 15 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 249 16 1998 1998 CD work_njzbswnor5hvngpfyf2j222agy 249 17 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 249 18 . . . work_njzbswnor5hvngpfyf2j222agy 250 1 Introduction introduction NN work_njzbswnor5hvngpfyf2j222agy 250 2 to to TO work_njzbswnor5hvngpfyf2j222agy 250 3 wavelet wavelet VB work_njzbswnor5hvngpfyf2j222agy 250 4 and and CC work_njzbswnor5hvngpfyf2j222agy 250 5 wavelet wavelet VB work_njzbswnor5hvngpfyf2j222agy 250 6 transforms transform NNS work_njzbswnor5hvngpfyf2j222agy 250 7 . . . work_njzbswnor5hvngpfyf2j222agy 251 1 NJ NJ NNP work_njzbswnor5hvngpfyf2j222agy 251 2 , , , work_njzbswnor5hvngpfyf2j222agy 251 3 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 251 4 : : : work_njzbswnor5hvngpfyf2j222agy 251 5 Prentice Prentice NNP work_njzbswnor5hvngpfyf2j222agy 251 6 Hall Hall NNP work_njzbswnor5hvngpfyf2j222agy 251 7 . . . work_njzbswnor5hvngpfyf2j222agy 252 1 Chan Chan NNP work_njzbswnor5hvngpfyf2j222agy 252 2 , , , work_njzbswnor5hvngpfyf2j222agy 252 3 B. B. NNP work_njzbswnor5hvngpfyf2j222agy 252 4 C. C. NNP work_njzbswnor5hvngpfyf2j222agy 252 5 B. B. NNP work_njzbswnor5hvngpfyf2j222agy 252 6 , , , work_njzbswnor5hvngpfyf2j222agy 252 7 Chan Chan NNP work_njzbswnor5hvngpfyf2j222agy 252 8 , , , work_njzbswnor5hvngpfyf2j222agy 252 9 F. F. NNP work_njzbswnor5hvngpfyf2j222agy 252 10 H. H. NNP work_njzbswnor5hvngpfyf2j222agy 252 11 Y. Y. NNP work_njzbswnor5hvngpfyf2j222agy 252 12 , , , work_njzbswnor5hvngpfyf2j222agy 252 13 Lam Lam NNP work_njzbswnor5hvngpfyf2j222agy 252 14 , , , work_njzbswnor5hvngpfyf2j222agy 252 15 F. F. NNP work_njzbswnor5hvngpfyf2j222agy 252 16 K. K. NNP work_njzbswnor5hvngpfyf2j222agy 252 17 , , , work_njzbswnor5hvngpfyf2j222agy 252 18 Lui Lui NNP work_njzbswnor5hvngpfyf2j222agy 252 19 , , , work_njzbswnor5hvngpfyf2j222agy 252 20 P. P. NNP work_njzbswnor5hvngpfyf2j222agy 252 21 W. W. NNP work_njzbswnor5hvngpfyf2j222agy 252 22 , , , work_njzbswnor5hvngpfyf2j222agy 252 23 & & CC work_njzbswnor5hvngpfyf2j222agy 252 24 Poon Poon NNP work_njzbswnor5hvngpfyf2j222agy 252 25 , , , work_njzbswnor5hvngpfyf2j222agy 252 26 P. P. NNP work_njzbswnor5hvngpfyf2j222agy 252 27 W. W. NNP work_njzbswnor5hvngpfyf2j222agy 252 28 F. F. NNP work_njzbswnor5hvngpfyf2j222agy 252 29 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 252 30 1997 1997 CD work_njzbswnor5hvngpfyf2j222agy 252 31 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 252 32 . . . work_njzbswnor5hvngpfyf2j222agy 253 1 Fast fast JJ work_njzbswnor5hvngpfyf2j222agy 253 2 detection detection NN work_njzbswnor5hvngpfyf2j222agy 253 3 of of IN work_njzbswnor5hvngpfyf2j222agy 253 4 venous venous JJ work_njzbswnor5hvngpfyf2j222agy 253 5 air air NN work_njzbswnor5hvngpfyf2j222agy 253 6 embolism embolism NN work_njzbswnor5hvngpfyf2j222agy 253 7 is be VBZ work_njzbswnor5hvngpfyf2j222agy 253 8 Doppler doppl JJR work_njzbswnor5hvngpfyf2j222agy 253 9 heart heart NN work_njzbswnor5hvngpfyf2j222agy 253 10 sound sound NN work_njzbswnor5hvngpfyf2j222agy 253 11 using use VBG work_njzbswnor5hvngpfyf2j222agy 253 12 the the DT work_njzbswnor5hvngpfyf2j222agy 253 13 wavelet wavelet NN work_njzbswnor5hvngpfyf2j222agy 253 14 transform transform NN work_njzbswnor5hvngpfyf2j222agy 253 15 . . . work_njzbswnor5hvngpfyf2j222agy 254 1 IEEE IEEE NNP work_njzbswnor5hvngpfyf2j222agy 254 2 Transactions transaction NNS work_njzbswnor5hvngpfyf2j222agy 254 3 on on IN work_njzbswnor5hvngpfyf2j222agy 254 4 Biomedical Biomedical NNP work_njzbswnor5hvngpfyf2j222agy 254 5 Engineering Engineering NNP work_njzbswnor5hvngpfyf2j222agy 254 6 , , , work_njzbswnor5hvngpfyf2j222agy 254 7 44(4 44(4 CD work_njzbswnor5hvngpfyf2j222agy 254 8 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 254 9 , , , work_njzbswnor5hvngpfyf2j222agy 254 10 237–245 237–245 CD work_njzbswnor5hvngpfyf2j222agy 254 11 . . . work_njzbswnor5hvngpfyf2j222agy 255 1 Coifman Coifman NNP work_njzbswnor5hvngpfyf2j222agy 255 2 , , , work_njzbswnor5hvngpfyf2j222agy 255 3 R. R. NNP work_njzbswnor5hvngpfyf2j222agy 255 4 R. R. NNP work_njzbswnor5hvngpfyf2j222agy 255 5 , , , work_njzbswnor5hvngpfyf2j222agy 255 6 & & CC work_njzbswnor5hvngpfyf2j222agy 255 7 Wickerhauser Wickerhauser NNP work_njzbswnor5hvngpfyf2j222agy 255 8 , , , work_njzbswnor5hvngpfyf2j222agy 255 9 M. M. NNP work_njzbswnor5hvngpfyf2j222agy 255 10 V. V. NNP work_njzbswnor5hvngpfyf2j222agy 255 11 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 255 12 1992 1992 CD work_njzbswnor5hvngpfyf2j222agy 255 13 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 255 14 . . . work_njzbswnor5hvngpfyf2j222agy 256 1 Entropy Entropy NNP work_njzbswnor5hvngpfyf2j222agy 256 2 - - HYPH work_njzbswnor5hvngpfyf2j222agy 256 3 based base VBN work_njzbswnor5hvngpfyf2j222agy 256 4 Algorithms Algorithms NNP work_njzbswnor5hvngpfyf2j222agy 256 5 for for IN work_njzbswnor5hvngpfyf2j222agy 256 6 best good JJS work_njzbswnor5hvngpfyf2j222agy 256 7 basis basis NN work_njzbswnor5hvngpfyf2j222agy 256 8 selection selection NN work_njzbswnor5hvngpfyf2j222agy 256 9 . . . work_njzbswnor5hvngpfyf2j222agy 257 1 IEEE IEEE NNP work_njzbswnor5hvngpfyf2j222agy 257 2 Transactions transaction NNS work_njzbswnor5hvngpfyf2j222agy 257 3 on on IN work_njzbswnor5hvngpfyf2j222agy 257 4 Information Information NNP work_njzbswnor5hvngpfyf2j222agy 257 5 Theory Theory NNP work_njzbswnor5hvngpfyf2j222agy 257 6 , , , work_njzbswnor5hvngpfyf2j222agy 257 7 38(2 38(2 CD work_njzbswnor5hvngpfyf2j222agy 257 8 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 257 9 , , , work_njzbswnor5hvngpfyf2j222agy 257 10 713–718 713–718 CD work_njzbswnor5hvngpfyf2j222agy 257 11 . . . work_njzbswnor5hvngpfyf2j222agy 258 1 Çomak Çomak NNP work_njzbswnor5hvngpfyf2j222agy 258 2 , , , work_njzbswnor5hvngpfyf2j222agy 258 3 E. E. NNP work_njzbswnor5hvngpfyf2j222agy 258 4 , , , work_njzbswnor5hvngpfyf2j222agy 258 5 Arslan Arslan NNP work_njzbswnor5hvngpfyf2j222agy 258 6 , , , work_njzbswnor5hvngpfyf2j222agy 258 7 A. A. NNP work_njzbswnor5hvngpfyf2j222agy 258 8 , , , work_njzbswnor5hvngpfyf2j222agy 258 9 & & CC work_njzbswnor5hvngpfyf2j222agy 258 10 Türkoğlu Türkoğlu NNP work_njzbswnor5hvngpfyf2j222agy 258 11 , , , work_njzbswnor5hvngpfyf2j222agy 258 12 I. I. NNP work_njzbswnor5hvngpfyf2j222agy 259 1 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 259 2 2007 2007 CD work_njzbswnor5hvngpfyf2j222agy 259 3 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 259 4 . . . work_njzbswnor5hvngpfyf2j222agy 260 1 A a DT work_njzbswnor5hvngpfyf2j222agy 260 2 decision decision NN work_njzbswnor5hvngpfyf2j222agy 260 3 support support NN work_njzbswnor5hvngpfyf2j222agy 260 4 system system NN work_njzbswnor5hvngpfyf2j222agy 260 5 based base VBN work_njzbswnor5hvngpfyf2j222agy 260 6 on on IN work_njzbswnor5hvngpfyf2j222agy 260 7 support support NN work_njzbswnor5hvngpfyf2j222agy 260 8 vector vector NN work_njzbswnor5hvngpfyf2j222agy 260 9 machines machine NNS work_njzbswnor5hvngpfyf2j222agy 260 10 for for IN work_njzbswnor5hvngpfyf2j222agy 260 11 diagnosis diagnosis NN work_njzbswnor5hvngpfyf2j222agy 260 12 of of IN work_njzbswnor5hvngpfyf2j222agy 260 13 the the DT work_njzbswnor5hvngpfyf2j222agy 260 14 heart heart NN work_njzbswnor5hvngpfyf2j222agy 260 15 valve valve NN work_njzbswnor5hvngpfyf2j222agy 260 16 diseases disease NNS work_njzbswnor5hvngpfyf2j222agy 260 17 . . . work_njzbswnor5hvngpfyf2j222agy 261 1 Computers computer NNS work_njzbswnor5hvngpfyf2j222agy 261 2 in in IN work_njzbswnor5hvngpfyf2j222agy 261 3 Biology Biology NNP work_njzbswnor5hvngpfyf2j222agy 261 4 and and CC work_njzbswnor5hvngpfyf2j222agy 261 5 Medicine Medicine NNP work_njzbswnor5hvngpfyf2j222agy 261 6 , , , work_njzbswnor5hvngpfyf2j222agy 261 7 37(1 37(1 NNP work_njzbswnor5hvngpfyf2j222agy 261 8 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 261 9 , , , work_njzbswnor5hvngpfyf2j222agy 261 10 21–27 21–27 CD work_njzbswnor5hvngpfyf2j222agy 261 11 . . . work_njzbswnor5hvngpfyf2j222agy 262 1 Devasahayam Devasahayam NNP work_njzbswnor5hvngpfyf2j222agy 262 2 , , , work_njzbswnor5hvngpfyf2j222agy 262 3 S. S. NNP work_njzbswnor5hvngpfyf2j222agy 262 4 R. R. NNP work_njzbswnor5hvngpfyf2j222agy 262 5 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 262 6 2000 2000 CD work_njzbswnor5hvngpfyf2j222agy 262 7 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 262 8 . . . work_njzbswnor5hvngpfyf2j222agy 263 1 Signals signal NNS work_njzbswnor5hvngpfyf2j222agy 263 2 and and CC work_njzbswnor5hvngpfyf2j222agy 263 3 systems system NNS work_njzbswnor5hvngpfyf2j222agy 263 4 in in IN work_njzbswnor5hvngpfyf2j222agy 263 5 biomedical biomedical JJ work_njzbswnor5hvngpfyf2j222agy 263 6 engineering engineering NN work_njzbswnor5hvngpfyf2j222agy 263 7 . . . work_njzbswnor5hvngpfyf2j222agy 264 1 Kluwer Kluwer NNP work_njzbswnor5hvngpfyf2j222agy 264 2 Academic Academic NNP work_njzbswnor5hvngpfyf2j222agy 264 3 Publishers Publishers NNPS work_njzbswnor5hvngpfyf2j222agy 264 4 . . . work_njzbswnor5hvngpfyf2j222agy 265 1 Dickhous dickhous JJ work_njzbswnor5hvngpfyf2j222agy 265 2 , , , work_njzbswnor5hvngpfyf2j222agy 265 3 H. H. NNP work_njzbswnor5hvngpfyf2j222agy 265 4 , , , work_njzbswnor5hvngpfyf2j222agy 265 5 & & CC work_njzbswnor5hvngpfyf2j222agy 265 6 Heinrich Heinrich NNP work_njzbswnor5hvngpfyf2j222agy 265 7 , , , work_njzbswnor5hvngpfyf2j222agy 265 8 H. H. NNP work_njzbswnor5hvngpfyf2j222agy 265 9 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 265 10 1996 1996 CD work_njzbswnor5hvngpfyf2j222agy 265 11 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 265 12 . . . work_njzbswnor5hvngpfyf2j222agy 266 1 Classifying classify VBG work_njzbswnor5hvngpfyf2j222agy 266 2 biosignals biosignal NNS work_njzbswnor5hvngpfyf2j222agy 266 3 with with IN work_njzbswnor5hvngpfyf2j222agy 266 4 wavelet wavelet NN work_njzbswnor5hvngpfyf2j222agy 266 5 networks network NNS work_njzbswnor5hvngpfyf2j222agy 266 6 . . . work_njzbswnor5hvngpfyf2j222agy 267 1 IEEE IEEE NNP work_njzbswnor5hvngpfyf2j222agy 267 2 Engineering Engineering NNP work_njzbswnor5hvngpfyf2j222agy 267 3 in in IN work_njzbswnor5hvngpfyf2j222agy 267 4 Medicine Medicine NNP work_njzbswnor5hvngpfyf2j222agy 267 5 and and CC work_njzbswnor5hvngpfyf2j222agy 267 6 Biology Biology NNP work_njzbswnor5hvngpfyf2j222agy 267 7 , , , work_njzbswnor5hvngpfyf2j222agy 267 8 103–111 103–111 NNP work_njzbswnor5hvngpfyf2j222agy 267 9 . . . work_njzbswnor5hvngpfyf2j222agy 268 1 Guler Guler NNP work_njzbswnor5hvngpfyf2j222agy 268 2 , , , work_njzbswnor5hvngpfyf2j222agy 268 3 I. I. NNP work_njzbswnor5hvngpfyf2j222agy 268 4 , , , work_njzbswnor5hvngpfyf2j222agy 268 5 & & CC work_njzbswnor5hvngpfyf2j222agy 268 6 Kara Kara NNP work_njzbswnor5hvngpfyf2j222agy 268 7 , , , work_njzbswnor5hvngpfyf2j222agy 268 8 S. S. NNP work_njzbswnor5hvngpfyf2j222agy 268 9 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 268 10 1995 1995 CD work_njzbswnor5hvngpfyf2j222agy 268 11 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 268 12 . . . work_njzbswnor5hvngpfyf2j222agy 269 1 Detection detection NN work_njzbswnor5hvngpfyf2j222agy 269 2 of of IN work_njzbswnor5hvngpfyf2j222agy 269 3 mitral mitral JJ work_njzbswnor5hvngpfyf2j222agy 269 4 stenosis stenosis NN work_njzbswnor5hvngpfyf2j222agy 269 5 by by IN work_njzbswnor5hvngpfyf2j222agy 269 6 a a DT work_njzbswnor5hvngpfyf2j222agy 269 7 pulsed pulse VBN work_njzbswnor5hvngpfyf2j222agy 269 8 Doppler Doppler NNP work_njzbswnor5hvngpfyf2j222agy 269 9 flow flow NN work_njzbswnor5hvngpfyf2j222agy 269 10 meter meter NN work_njzbswnor5hvngpfyf2j222agy 269 11 and and CC work_njzbswnor5hvngpfyf2j222agy 269 12 autoregressive autoregressive JJ work_njzbswnor5hvngpfyf2j222agy 269 13 spectral spectral JJ work_njzbswnor5hvngpfyf2j222agy 269 14 analysis analysis NN work_njzbswnor5hvngpfyf2j222agy 269 15 method method NN work_njzbswnor5hvngpfyf2j222agy 269 16 . . . work_njzbswnor5hvngpfyf2j222agy 270 1 14th 14th NNP work_njzbswnor5hvngpfyf2j222agy 270 2 Conference Conference NNP work_njzbswnor5hvngpfyf2j222agy 270 3 of of IN work_njzbswnor5hvngpfyf2j222agy 270 4 the the DT work_njzbswnor5hvngpfyf2j222agy 270 5 biomedical biomedical JJ work_njzbswnor5hvngpfyf2j222agy 270 6 engineering engineering NN work_njzbswnor5hvngpfyf2j222agy 270 7 society society NN work_njzbswnor5hvngpfyf2j222agy 270 8 of of IN work_njzbswnor5hvngpfyf2j222agy 270 9 India India NNP work_njzbswnor5hvngpfyf2j222agy 270 10 . . . work_njzbswnor5hvngpfyf2j222agy 271 1 An an DT work_njzbswnor5hvngpfyf2j222agy 271 2 international international JJ work_njzbswnor5hvngpfyf2j222agy 271 3 meeting meeting NN work_njzbswnor5hvngpfyf2j222agy 271 4 , , , work_njzbswnor5hvngpfyf2j222agy 271 5 proceedings proceeding NNS work_njzbswnor5hvngpfyf2j222agy 271 6 of of IN work_njzbswnor5hvngpfyf2j222agy 271 7 the the DT work_njzbswnor5hvngpfyf2j222agy 271 8 first first JJ work_njzbswnor5hvngpfyf2j222agy 271 9 regional regional JJ work_njzbswnor5hvngpfyf2j222agy 271 10 conference conference NN work_njzbswnor5hvngpfyf2j222agy 271 11 , , , work_njzbswnor5hvngpfyf2j222agy 271 12 IEEE IEEE NNP work_njzbswnor5hvngpfyf2j222agy 271 13 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 271 14 pp pp NNP work_njzbswnor5hvngpfyf2j222agy 271 15 . . . work_njzbswnor5hvngpfyf2j222agy 272 1 2/91–2/92 2/91–2/92 LS work_njzbswnor5hvngpfyf2j222agy 272 2 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 272 3 . . . work_njzbswnor5hvngpfyf2j222agy 273 1 Izzetoglu Izzetoglu NNP work_njzbswnor5hvngpfyf2j222agy 273 2 , , , work_njzbswnor5hvngpfyf2j222agy 273 3 K. K. NNP work_njzbswnor5hvngpfyf2j222agy 273 4 , , , work_njzbswnor5hvngpfyf2j222agy 273 5 Erkmen Erkmen NNP work_njzbswnor5hvngpfyf2j222agy 273 6 , , , work_njzbswnor5hvngpfyf2j222agy 273 7 A. a. NN work_njzbswnor5hvngpfyf2j222agy 273 8 M. M. NNP work_njzbswnor5hvngpfyf2j222agy 273 9 , , , work_njzbswnor5hvngpfyf2j222agy 273 10 & & CC work_njzbswnor5hvngpfyf2j222agy 273 11 Beksac Beksac NNP work_njzbswnor5hvngpfyf2j222agy 273 12 , , , work_njzbswnor5hvngpfyf2j222agy 273 13 S. S. NNP work_njzbswnor5hvngpfyf2j222agy 273 14 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 273 15 1995 1995 CD work_njzbswnor5hvngpfyf2j222agy 273 16 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 273 17 . . . work_njzbswnor5hvngpfyf2j222agy 274 1 Intelligent intelligent JJ work_njzbswnor5hvngpfyf2j222agy 274 2 classification classification NN work_njzbswnor5hvngpfyf2j222agy 274 3 of of IN work_njzbswnor5hvngpfyf2j222agy 274 4 fetal fetal JJ work_njzbswnor5hvngpfyf2j222agy 274 5 Doppler doppler NN work_njzbswnor5hvngpfyf2j222agy 274 6 blood blood NN work_njzbswnor5hvngpfyf2j222agy 274 7 velocity velocity NN work_njzbswnor5hvngpfyf2j222agy 274 8 waveform waveform NN work_njzbswnor5hvngpfyf2j222agy 274 9 abnormalities abnormality NNS work_njzbswnor5hvngpfyf2j222agy 274 10 using use VBG work_njzbswnor5hvngpfyf2j222agy 274 11 wavelet wavelet NN work_njzbswnor5hvngpfyf2j222agy 274 12 transform transform NN work_njzbswnor5hvngpfyf2j222agy 274 13 and and CC work_njzbswnor5hvngpfyf2j222agy 274 14 0 0 CD work_njzbswnor5hvngpfyf2j222agy 274 15 200 200 CD work_njzbswnor5hvngpfyf2j222agy 274 16 400 400 CD work_njzbswnor5hvngpfyf2j222agy 274 17 600 600 CD work_njzbswnor5hvngpfyf2j222agy 274 18 0 0 CD work_njzbswnor5hvngpfyf2j222agy 274 19 2 2 CD work_njzbswnor5hvngpfyf2j222agy 274 20 4 4 CD work_njzbswnor5hvngpfyf2j222agy 274 21 6 6 CD work_njzbswnor5hvngpfyf2j222agy 274 22 8 8 CD work_njzbswnor5hvngpfyf2j222agy 274 23 10 10 CD work_njzbswnor5hvngpfyf2j222agy 274 24 E e NN work_njzbswnor5hvngpfyf2j222agy 274 25 nt nt RB work_njzbswnor5hvngpfyf2j222agy 274 26 ro ro NNP work_njzbswnor5hvngpfyf2j222agy 274 27 py py NNP work_njzbswnor5hvngpfyf2j222agy 274 28 Feature Feature NNP work_njzbswnor5hvngpfyf2j222agy 274 29 index index NN work_njzbswnor5hvngpfyf2j222agy 274 30 Fig Fig NNP work_njzbswnor5hvngpfyf2j222agy 274 31 . . . work_njzbswnor5hvngpfyf2j222agy 275 1 7 7 LS work_njzbswnor5hvngpfyf2j222agy 275 2 . . . work_njzbswnor5hvngpfyf2j222agy 276 1 The the DT work_njzbswnor5hvngpfyf2j222agy 276 2 WP WP NNP work_njzbswnor5hvngpfyf2j222agy 276 3 entropy entropy NN work_njzbswnor5hvngpfyf2j222agy 276 4 of of IN work_njzbswnor5hvngpfyf2j222agy 276 5 DHS DHS NNP work_njzbswnor5hvngpfyf2j222agy 276 6 signal signal NN work_njzbswnor5hvngpfyf2j222agy 276 7 . . . work_njzbswnor5hvngpfyf2j222agy 277 1 0 0 CD work_njzbswnor5hvngpfyf2j222agy 277 2 5 5 CD work_njzbswnor5hvngpfyf2j222agy 277 3 10 10 CD work_njzbswnor5hvngpfyf2j222agy 277 4 15 15 CD work_njzbswnor5hvngpfyf2j222agy 277 5 20 20 CD work_njzbswnor5hvngpfyf2j222agy 277 6 25 25 CD work_njzbswnor5hvngpfyf2j222agy 277 7 30 30 CD work_njzbswnor5hvngpfyf2j222agy 277 8 35 35 CD work_njzbswnor5hvngpfyf2j222agy 277 9 -1 -1 CD work_njzbswnor5hvngpfyf2j222agy 277 10 -0.5 -0.5 CD work_njzbswnor5hvngpfyf2j222agy 277 11 0 0 CD work_njzbswnor5hvngpfyf2j222agy 277 12 0.5 0.5 CD work_njzbswnor5hvngpfyf2j222agy 277 13 1 1 CD work_njzbswnor5hvngpfyf2j222agy 277 14 1.5 1.5 CD work_njzbswnor5hvngpfyf2j222agy 277 15 2 2 CD work_njzbswnor5hvngpfyf2j222agy 277 16 Sample sample NN work_njzbswnor5hvngpfyf2j222agy 277 17 O O NNP work_njzbswnor5hvngpfyf2j222agy 277 18 ut ut UH work_njzbswnor5hvngpfyf2j222agy 277 19 pu pu NNP work_njzbswnor5hvngpfyf2j222agy 277 20 t t NNP work_njzbswnor5hvngpfyf2j222agy 277 21 Desired Desired NNP work_njzbswnor5hvngpfyf2j222agy 277 22 Predicted Predicted NNP work_njzbswnor5hvngpfyf2j222agy 277 23 Fig Fig NNP work_njzbswnor5hvngpfyf2j222agy 277 24 . . . work_njzbswnor5hvngpfyf2j222agy 278 1 8 8 LS work_njzbswnor5hvngpfyf2j222agy 278 2 . . . work_njzbswnor5hvngpfyf2j222agy 279 1 The the DT work_njzbswnor5hvngpfyf2j222agy 279 2 best good JJS work_njzbswnor5hvngpfyf2j222agy 279 3 test test NN work_njzbswnor5hvngpfyf2j222agy 279 4 performance performance NN work_njzbswnor5hvngpfyf2j222agy 279 5 of of IN work_njzbswnor5hvngpfyf2j222agy 279 6 LS LS NNP work_njzbswnor5hvngpfyf2j222agy 279 7 - - HYPH work_njzbswnor5hvngpfyf2j222agy 279 8 SVM SVM NNP work_njzbswnor5hvngpfyf2j222agy 279 9 model model NN work_njzbswnor5hvngpfyf2j222agy 279 10 for for IN work_njzbswnor5hvngpfyf2j222agy 279 11 mitral mitral JJ work_njzbswnor5hvngpfyf2j222agy 279 12 valve valve NN work_njzbswnor5hvngpfyf2j222agy 279 13 diseases disease NNS work_njzbswnor5hvngpfyf2j222agy 279 14 . . . work_njzbswnor5hvngpfyf2j222agy 280 1 Table table NN work_njzbswnor5hvngpfyf2j222agy 280 2 1 1 CD work_njzbswnor5hvngpfyf2j222agy 280 3 Threefold threefold JJ work_njzbswnor5hvngpfyf2j222agy 280 4 test test NN work_njzbswnor5hvngpfyf2j222agy 280 5 performance performance NN work_njzbswnor5hvngpfyf2j222agy 280 6 of of IN work_njzbswnor5hvngpfyf2j222agy 280 7 LS LS NNP work_njzbswnor5hvngpfyf2j222agy 280 8 - - HYPH work_njzbswnor5hvngpfyf2j222agy 280 9 SVM SVM NNP work_njzbswnor5hvngpfyf2j222agy 280 10 model model NN work_njzbswnor5hvngpfyf2j222agy 280 11 Data Data NNP work_njzbswnor5hvngpfyf2j222agy 280 12 set set NN work_njzbswnor5hvngpfyf2j222agy 280 13 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 280 14 105 105 CD work_njzbswnor5hvngpfyf2j222agy 280 15 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 280 16 Correct Correct NNP work_njzbswnor5hvngpfyf2j222agy 280 17 classified classify VBD work_njzbswnor5hvngpfyf2j222agy 280 18 Wrong Wrong NNP work_njzbswnor5hvngpfyf2j222agy 280 19 classified classified NNP work_njzbswnor5hvngpfyf2j222agy 280 20 Performance Performance NNP work_njzbswnor5hvngpfyf2j222agy 280 21 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 280 22 % % NN work_njzbswnor5hvngpfyf2j222agy 280 23 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 280 24 Training training NN work_njzbswnor5hvngpfyf2j222agy 280 25 sets set VBZ work_njzbswnor5hvngpfyf2j222agy 280 26 Test test NN work_njzbswnor5hvngpfyf2j222agy 280 27 sets set VBZ work_njzbswnor5hvngpfyf2j222agy 280 28 Set-1 Set-1 NNP work_njzbswnor5hvngpfyf2j222agy 280 29 , , , work_njzbswnor5hvngpfyf2j222agy 280 30 set-2 set-2 NNP work_njzbswnor5hvngpfyf2j222agy 280 31 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 280 32 70 70 CD work_njzbswnor5hvngpfyf2j222agy 280 33 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 280 34 Set-3 Set-3 NNP work_njzbswnor5hvngpfyf2j222agy 280 35 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 280 36 35 35 CD work_njzbswnor5hvngpfyf2j222agy 280 37 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 280 38 35 35 CD work_njzbswnor5hvngpfyf2j222agy 280 39 0 0 CD work_njzbswnor5hvngpfyf2j222agy 280 40 100 100 CD work_njzbswnor5hvngpfyf2j222agy 280 41 Set-1 Set-1 NNP work_njzbswnor5hvngpfyf2j222agy 280 42 , , , work_njzbswnor5hvngpfyf2j222agy 280 43 set-3 set-3 NNP work_njzbswnor5hvngpfyf2j222agy 280 44 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 280 45 70 70 CD work_njzbswnor5hvngpfyf2j222agy 280 46 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 280 47 Set-2 Set-2 NNP work_njzbswnor5hvngpfyf2j222agy 280 48 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 280 49 35 35 CD work_njzbswnor5hvngpfyf2j222agy 280 50 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 280 51 33 33 CD work_njzbswnor5hvngpfyf2j222agy 280 52 2 2 CD work_njzbswnor5hvngpfyf2j222agy 280 53 94.2 94.2 CD work_njzbswnor5hvngpfyf2j222agy 280 54 Set-2 Set-2 NNP work_njzbswnor5hvngpfyf2j222agy 280 55 , , , work_njzbswnor5hvngpfyf2j222agy 280 56 set-3 set-3 NNP work_njzbswnor5hvngpfyf2j222agy 280 57 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 280 58 70 70 CD work_njzbswnor5hvngpfyf2j222agy 280 59 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 280 60 Set-1 Set-1 NNP work_njzbswnor5hvngpfyf2j222agy 280 61 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 280 62 35 35 CD work_njzbswnor5hvngpfyf2j222agy 280 63 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 280 64 33 33 CD work_njzbswnor5hvngpfyf2j222agy 280 65 2 2 CD work_njzbswnor5hvngpfyf2j222agy 280 66 94.2 94.2 CD work_njzbswnor5hvngpfyf2j222agy 280 67 Average average JJ work_njzbswnor5hvngpfyf2j222agy 280 68 performance performance NN work_njzbswnor5hvngpfyf2j222agy 280 69 96.13 96.13 CD work_njzbswnor5hvngpfyf2j222agy 280 70 D. D. NNP work_njzbswnor5hvngpfyf2j222agy 280 71 Hanbay Hanbay NNP work_njzbswnor5hvngpfyf2j222agy 280 72 / / SYM work_njzbswnor5hvngpfyf2j222agy 280 73 Expert Expert NNP work_njzbswnor5hvngpfyf2j222agy 280 74 Systems Systems NNPS work_njzbswnor5hvngpfyf2j222agy 280 75 with with IN work_njzbswnor5hvngpfyf2j222agy 280 76 Applications Applications NNPS work_njzbswnor5hvngpfyf2j222agy 280 77 36 36 CD work_njzbswnor5hvngpfyf2j222agy 280 78 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 280 79 2009 2009 CD work_njzbswnor5hvngpfyf2j222agy 280 80 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 280 81 4232–4238 4232–4238 CD work_njzbswnor5hvngpfyf2j222agy 280 82 4237 4237 CD work_njzbswnor5hvngpfyf2j222agy 280 83 Author author NN work_njzbswnor5hvngpfyf2j222agy 280 84 's 's POS work_njzbswnor5hvngpfyf2j222agy 280 85 personal personal JJ work_njzbswnor5hvngpfyf2j222agy 280 86 copy copy NN work_njzbswnor5hvngpfyf2j222agy 280 87 vector vector NN work_njzbswnor5hvngpfyf2j222agy 280 88 quantization quantization NN work_njzbswnor5hvngpfyf2j222agy 280 89 algorithm algorithm NNP work_njzbswnor5hvngpfyf2j222agy 280 90 . . . work_njzbswnor5hvngpfyf2j222agy 281 1 IEEE IEEE NNP work_njzbswnor5hvngpfyf2j222agy 281 2 International International NNP work_njzbswnor5hvngpfyf2j222agy 281 3 Conference Conference NNP work_njzbswnor5hvngpfyf2j222agy 281 4 on on IN work_njzbswnor5hvngpfyf2j222agy 281 5 Systems Systems NNPS work_njzbswnor5hvngpfyf2j222agy 281 6 , , , work_njzbswnor5hvngpfyf2j222agy 281 7 Man Man NNP work_njzbswnor5hvngpfyf2j222agy 281 8 and and CC work_njzbswnor5hvngpfyf2j222agy 281 9 Cybernetics Cybernetics NNP work_njzbswnor5hvngpfyf2j222agy 281 10 , , , work_njzbswnor5hvngpfyf2j222agy 281 11 Intelligent Intelligent NNP work_njzbswnor5hvngpfyf2j222agy 281 12 Systems Systems NNPS work_njzbswnor5hvngpfyf2j222agy 281 13 for for IN work_njzbswnor5hvngpfyf2j222agy 281 14 the the DT work_njzbswnor5hvngpfyf2j222agy 281 15 21st 21st JJ work_njzbswnor5hvngpfyf2j222agy 281 16 Century Century NNP work_njzbswnor5hvngpfyf2j222agy 281 17 , , , work_njzbswnor5hvngpfyf2j222agy 281 18 1 1 CD work_njzbswnor5hvngpfyf2j222agy 281 19 , , , work_njzbswnor5hvngpfyf2j222agy 281 20 724–729 724–729 CD work_njzbswnor5hvngpfyf2j222agy 281 21 . . . work_njzbswnor5hvngpfyf2j222agy 282 1 Jing Jing NNP work_njzbswnor5hvngpfyf2j222agy 282 2 , , , work_njzbswnor5hvngpfyf2j222agy 282 3 F. F. NNP work_njzbswnor5hvngpfyf2j222agy 282 4 , , , work_njzbswnor5hvngpfyf2j222agy 282 5 Xuemin Xuemin NNP work_njzbswnor5hvngpfyf2j222agy 282 6 , , , work_njzbswnor5hvngpfyf2j222agy 282 7 W. W. NNP work_njzbswnor5hvngpfyf2j222agy 282 8 , , , work_njzbswnor5hvngpfyf2j222agy 282 9 Mingshi Mingshi NNP work_njzbswnor5hvngpfyf2j222agy 282 10 , , , work_njzbswnor5hvngpfyf2j222agy 282 11 W. W. NNP work_njzbswnor5hvngpfyf2j222agy 282 12 , , , work_njzbswnor5hvngpfyf2j222agy 282 13 & & CC work_njzbswnor5hvngpfyf2j222agy 282 14 Wie Wie NNP work_njzbswnor5hvngpfyf2j222agy 282 15 , , , work_njzbswnor5hvngpfyf2j222agy 282 16 L. L. NNP work_njzbswnor5hvngpfyf2j222agy 282 17 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 282 18 1997 1997 CD work_njzbswnor5hvngpfyf2j222agy 282 19 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 282 20 . . . work_njzbswnor5hvngpfyf2j222agy 283 1 Noninvasive noninvasive JJ work_njzbswnor5hvngpfyf2j222agy 283 2 acoustical acoustical JJ work_njzbswnor5hvngpfyf2j222agy 283 3 analysis analysis NN work_njzbswnor5hvngpfyf2j222agy 283 4 system system NN work_njzbswnor5hvngpfyf2j222agy 283 5 of of IN work_njzbswnor5hvngpfyf2j222agy 283 6 coronary coronary JJ work_njzbswnor5hvngpfyf2j222agy 283 7 heart heart NN work_njzbswnor5hvngpfyf2j222agy 283 8 disease disease NN work_njzbswnor5hvngpfyf2j222agy 283 9 . . . work_njzbswnor5hvngpfyf2j222agy 284 1 In in IN work_njzbswnor5hvngpfyf2j222agy 284 2 Biomedical biomedical JJ work_njzbswnor5hvngpfyf2j222agy 284 3 engineering engineering NN work_njzbswnor5hvngpfyf2j222agy 284 4 conference conference NN work_njzbswnor5hvngpfyf2j222agy 284 5 , , , work_njzbswnor5hvngpfyf2j222agy 284 6 proceedings proceeding NNS work_njzbswnor5hvngpfyf2j222agy 284 7 of of IN work_njzbswnor5hvngpfyf2j222agy 284 8 the the DT work_njzbswnor5hvngpfyf2j222agy 284 9 1997 1997 CD work_njzbswnor5hvngpfyf2j222agy 284 10 sixteenth sixteenth NNP work_njzbswnor5hvngpfyf2j222agy 284 11 southern southern JJ work_njzbswnor5hvngpfyf2j222agy 284 12 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 284 13 pp pp NNP work_njzbswnor5hvngpfyf2j222agy 284 14 . . . work_njzbswnor5hvngpfyf2j222agy 285 1 239–241 239–241 CD work_njzbswnor5hvngpfyf2j222agy 285 2 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 285 3 . . . work_njzbswnor5hvngpfyf2j222agy 286 1 Karabetsos Karabetsos NNP work_njzbswnor5hvngpfyf2j222agy 286 2 , , , work_njzbswnor5hvngpfyf2j222agy 286 3 E. E. NNP work_njzbswnor5hvngpfyf2j222agy 286 4 , , , work_njzbswnor5hvngpfyf2j222agy 286 5 Papaodysseus Papaodysseus NNP work_njzbswnor5hvngpfyf2j222agy 286 6 , , , work_njzbswnor5hvngpfyf2j222agy 286 7 C. C. NNP work_njzbswnor5hvngpfyf2j222agy 286 8 , , , work_njzbswnor5hvngpfyf2j222agy 286 9 & & CC work_njzbswnor5hvngpfyf2j222agy 286 10 Koutsouris Koutsouris NNP work_njzbswnor5hvngpfyf2j222agy 286 11 , , , work_njzbswnor5hvngpfyf2j222agy 286 12 D. D. NNP work_njzbswnor5hvngpfyf2j222agy 286 13 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 286 14 1998 1998 CD work_njzbswnor5hvngpfyf2j222agy 286 15 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 286 16 . . . work_njzbswnor5hvngpfyf2j222agy 287 1 Design design NN work_njzbswnor5hvngpfyf2j222agy 287 2 and and CC work_njzbswnor5hvngpfyf2j222agy 287 3 development development NN work_njzbswnor5hvngpfyf2j222agy 287 4 of of IN work_njzbswnor5hvngpfyf2j222agy 287 5 a a DT work_njzbswnor5hvngpfyf2j222agy 287 6 new new JJ work_njzbswnor5hvngpfyf2j222agy 287 7 ultrasonic ultrasonic JJ work_njzbswnor5hvngpfyf2j222agy 287 8 doppler doppler NN work_njzbswnor5hvngpfyf2j222agy 287 9 technique technique NN work_njzbswnor5hvngpfyf2j222agy 287 10 for for IN work_njzbswnor5hvngpfyf2j222agy 287 11 estimation estimation NN work_njzbswnor5hvngpfyf2j222agy 287 12 of of IN work_njzbswnor5hvngpfyf2j222agy 287 13 the the DT work_njzbswnor5hvngpfyf2j222agy 287 14 aggregation aggregation NN work_njzbswnor5hvngpfyf2j222agy 287 15 of of IN work_njzbswnor5hvngpfyf2j222agy 287 16 red red JJ work_njzbswnor5hvngpfyf2j222agy 287 17 blood blood NN work_njzbswnor5hvngpfyf2j222agy 287 18 cells cell NNS work_njzbswnor5hvngpfyf2j222agy 287 19 . . . work_njzbswnor5hvngpfyf2j222agy 288 1 Measurement Measurement NNP work_njzbswnor5hvngpfyf2j222agy 288 2 , , , work_njzbswnor5hvngpfyf2j222agy 288 3 24 24 CD work_njzbswnor5hvngpfyf2j222agy 288 4 , , , work_njzbswnor5hvngpfyf2j222agy 288 5 207–215 207–215 CD work_njzbswnor5hvngpfyf2j222agy 288 6 . . . work_njzbswnor5hvngpfyf2j222agy 289 1 Madeira Madeira NNP work_njzbswnor5hvngpfyf2j222agy 289 2 , , , work_njzbswnor5hvngpfyf2j222agy 289 3 M. M. NNP work_njzbswnor5hvngpfyf2j222agy 289 4 M. M. NNP work_njzbswnor5hvngpfyf2j222agy 289 5 , , , work_njzbswnor5hvngpfyf2j222agy 289 6 Tokhi Tokhi NNP work_njzbswnor5hvngpfyf2j222agy 289 7 , , , work_njzbswnor5hvngpfyf2j222agy 289 8 M. M. NNP work_njzbswnor5hvngpfyf2j222agy 289 9 O. O. NNP work_njzbswnor5hvngpfyf2j222agy 289 10 , , , work_njzbswnor5hvngpfyf2j222agy 289 11 & & CC work_njzbswnor5hvngpfyf2j222agy 289 12 Ruano Ruano NNP work_njzbswnor5hvngpfyf2j222agy 289 13 , , , work_njzbswnor5hvngpfyf2j222agy 289 14 M. M. NNP work_njzbswnor5hvngpfyf2j222agy 289 15 G. G. NNP work_njzbswnor5hvngpfyf2j222agy 289 16 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 289 17 2000 2000 CD work_njzbswnor5hvngpfyf2j222agy 289 18 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 289 19 . . . work_njzbswnor5hvngpfyf2j222agy 290 1 Real real JJ work_njzbswnor5hvngpfyf2j222agy 290 2 - - HYPH work_njzbswnor5hvngpfyf2j222agy 290 3 time time NN work_njzbswnor5hvngpfyf2j222agy 290 4 implementation implementation NN work_njzbswnor5hvngpfyf2j222agy 290 5 of of IN work_njzbswnor5hvngpfyf2j222agy 290 6 a a DT work_njzbswnor5hvngpfyf2j222agy 290 7 Doppler Doppler NNP work_njzbswnor5hvngpfyf2j222agy 290 8 signal signal NN work_njzbswnor5hvngpfyf2j222agy 290 9 spectral spectral NN work_njzbswnor5hvngpfyf2j222agy 290 10 estimator estimator NN work_njzbswnor5hvngpfyf2j222agy 290 11 using use VBG work_njzbswnor5hvngpfyf2j222agy 290 12 sequential sequential NN work_njzbswnor5hvngpfyf2j222agy 290 13 and and CC work_njzbswnor5hvngpfyf2j222agy 290 14 parallel parallel JJ work_njzbswnor5hvngpfyf2j222agy 290 15 processing processing NN work_njzbswnor5hvngpfyf2j222agy 290 16 techniques technique NNS work_njzbswnor5hvngpfyf2j222agy 290 17 . . . work_njzbswnor5hvngpfyf2j222agy 291 1 Microprocessors microprocessor NNS work_njzbswnor5hvngpfyf2j222agy 291 2 and and CC work_njzbswnor5hvngpfyf2j222agy 291 3 Microsystems Microsystems NNPS work_njzbswnor5hvngpfyf2j222agy 291 4 , , , work_njzbswnor5hvngpfyf2j222agy 291 5 24 24 CD work_njzbswnor5hvngpfyf2j222agy 291 6 , , , work_njzbswnor5hvngpfyf2j222agy 291 7 153–167 153–167 CD work_njzbswnor5hvngpfyf2j222agy 291 8 . . . work_njzbswnor5hvngpfyf2j222agy 292 1 Nanda Nanda NNP work_njzbswnor5hvngpfyf2j222agy 292 2 , , , work_njzbswnor5hvngpfyf2j222agy 292 3 N. N. NNP work_njzbswnor5hvngpfyf2j222agy 292 4 C. C. NNP work_njzbswnor5hvngpfyf2j222agy 292 5 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 292 6 1993 1993 CD work_njzbswnor5hvngpfyf2j222agy 292 7 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 292 8 . . . work_njzbswnor5hvngpfyf2j222agy 293 1 Doppler doppler VB work_njzbswnor5hvngpfyf2j222agy 293 2 echocardiography echocardiography JJ work_njzbswnor5hvngpfyf2j222agy 293 3 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 293 4 2nd 2nd NNP work_njzbswnor5hvngpfyf2j222agy 293 5 ed ed NNP work_njzbswnor5hvngpfyf2j222agy 293 6 . . . work_njzbswnor5hvngpfyf2j222agy 293 7 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 293 8 . . . work_njzbswnor5hvngpfyf2j222agy 294 1 London London NNP work_njzbswnor5hvngpfyf2j222agy 294 2 : : : work_njzbswnor5hvngpfyf2j222agy 294 3 Lea Lea NNP work_njzbswnor5hvngpfyf2j222agy 294 4 & & CC work_njzbswnor5hvngpfyf2j222agy 294 5 Febiger Febiger NNP work_njzbswnor5hvngpfyf2j222agy 294 6 . . . work_njzbswnor5hvngpfyf2j222agy 295 1 Philpot Philpot NNP work_njzbswnor5hvngpfyf2j222agy 295 2 , , , work_njzbswnor5hvngpfyf2j222agy 295 3 E. E. NNP work_njzbswnor5hvngpfyf2j222agy 295 4 F. F. NNP work_njzbswnor5hvngpfyf2j222agy 295 5 , , , work_njzbswnor5hvngpfyf2j222agy 295 6 Yoganathan Yoganathan NNP work_njzbswnor5hvngpfyf2j222agy 295 7 , , , work_njzbswnor5hvngpfyf2j222agy 295 8 A. A. NNP work_njzbswnor5hvngpfyf2j222agy 295 9 P. P. NNP work_njzbswnor5hvngpfyf2j222agy 295 10 , , , work_njzbswnor5hvngpfyf2j222agy 295 11 & & CC work_njzbswnor5hvngpfyf2j222agy 295 12 Nanda Nanda NNP work_njzbswnor5hvngpfyf2j222agy 295 13 , , , work_njzbswnor5hvngpfyf2j222agy 295 14 N. N. NNP work_njzbswnor5hvngpfyf2j222agy 295 15 C. C. NNP work_njzbswnor5hvngpfyf2j222agy 295 16 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 295 17 1993 1993 CD work_njzbswnor5hvngpfyf2j222agy 295 18 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 295 19 . . . work_njzbswnor5hvngpfyf2j222agy 296 1 Future future JJ work_njzbswnor5hvngpfyf2j222agy 296 2 directions direction NNS work_njzbswnor5hvngpfyf2j222agy 296 3 in in IN work_njzbswnor5hvngpfyf2j222agy 296 4 Doppler Doppler NNP work_njzbswnor5hvngpfyf2j222agy 296 5 echocardiography echocardiography NN work_njzbswnor5hvngpfyf2j222agy 296 6 . . . work_njzbswnor5hvngpfyf2j222agy 297 1 Doppler doppler VB work_njzbswnor5hvngpfyf2j222agy 297 2 echocardiography echocardiography NN work_njzbswnor5hvngpfyf2j222agy 297 3 . . . work_njzbswnor5hvngpfyf2j222agy 298 1 London London NNP work_njzbswnor5hvngpfyf2j222agy 298 2 : : : work_njzbswnor5hvngpfyf2j222agy 298 3 Lea Lea NNP work_njzbswnor5hvngpfyf2j222agy 298 4 & & CC work_njzbswnor5hvngpfyf2j222agy 298 5 Febiger Febiger NNP work_njzbswnor5hvngpfyf2j222agy 298 6 Philadelphia Philadelphia NNP work_njzbswnor5hvngpfyf2j222agy 298 7 . . . work_njzbswnor5hvngpfyf2j222agy 299 1 Quiroga Quiroga NNP work_njzbswnor5hvngpfyf2j222agy 299 2 , , , work_njzbswnor5hvngpfyf2j222agy 299 3 R. R. NNP work_njzbswnor5hvngpfyf2j222agy 299 4 Q. Q. NNP work_njzbswnor5hvngpfyf2j222agy 300 1 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 300 2 1998 1998 CD work_njzbswnor5hvngpfyf2j222agy 300 3 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 300 4 . . . work_njzbswnor5hvngpfyf2j222agy 301 1 Quantitative quantitative JJ work_njzbswnor5hvngpfyf2j222agy 301 2 analysis analysis NN work_njzbswnor5hvngpfyf2j222agy 301 3 of of IN work_njzbswnor5hvngpfyf2j222agy 301 4 EEG EEG NNP work_njzbswnor5hvngpfyf2j222agy 301 5 signals signal NNS work_njzbswnor5hvngpfyf2j222agy 301 6 : : : work_njzbswnor5hvngpfyf2j222agy 301 7 Time time NN work_njzbswnor5hvngpfyf2j222agy 301 8 – – : work_njzbswnor5hvngpfyf2j222agy 301 9 frequency frequency NN work_njzbswnor5hvngpfyf2j222agy 301 10 methods method NNS work_njzbswnor5hvngpfyf2j222agy 301 11 and and CC work_njzbswnor5hvngpfyf2j222agy 301 12 Chaos Chaos NNP work_njzbswnor5hvngpfyf2j222agy 301 13 theory theory NN work_njzbswnor5hvngpfyf2j222agy 301 14 . . . work_njzbswnor5hvngpfyf2j222agy 302 1 Intitute Intitute NNP work_njzbswnor5hvngpfyf2j222agy 302 2 of of IN work_njzbswnor5hvngpfyf2j222agy 302 3 Physiology Physiology NNP work_njzbswnor5hvngpfyf2j222agy 302 4 – – : work_njzbswnor5hvngpfyf2j222agy 302 5 Medical Medical NNP work_njzbswnor5hvngpfyf2j222agy 302 6 University University NNP work_njzbswnor5hvngpfyf2j222agy 302 7 Lübeck Lübeck NNP work_njzbswnor5hvngpfyf2j222agy 302 8 . . . work_njzbswnor5hvngpfyf2j222agy 303 1 Quiroga Quiroga NNP work_njzbswnor5hvngpfyf2j222agy 303 2 , , , work_njzbswnor5hvngpfyf2j222agy 303 3 R. R. NNP work_njzbswnor5hvngpfyf2j222agy 303 4 Q. Q. NNP work_njzbswnor5hvngpfyf2j222agy 303 5 , , , work_njzbswnor5hvngpfyf2j222agy 303 6 Roso Roso NNP work_njzbswnor5hvngpfyf2j222agy 303 7 , , , work_njzbswnor5hvngpfyf2j222agy 303 8 O. O. NNP work_njzbswnor5hvngpfyf2j222agy 304 1 A. A. NNP work_njzbswnor5hvngpfyf2j222agy 304 2 , , , work_njzbswnor5hvngpfyf2j222agy 304 3 & & CC work_njzbswnor5hvngpfyf2j222agy 304 4 Basar Basar NNP work_njzbswnor5hvngpfyf2j222agy 304 5 , , , work_njzbswnor5hvngpfyf2j222agy 304 6 E. E. NNP work_njzbswnor5hvngpfyf2j222agy 304 7 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 304 8 1999 1999 CD work_njzbswnor5hvngpfyf2j222agy 304 9 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 304 10 . . . work_njzbswnor5hvngpfyf2j222agy 305 1 Wavelet wavelet VB work_njzbswnor5hvngpfyf2j222agy 305 2 entropy entropy RB work_njzbswnor5hvngpfyf2j222agy 305 3 : : : work_njzbswnor5hvngpfyf2j222agy 305 4 A a DT work_njzbswnor5hvngpfyf2j222agy 305 5 measure measure NN work_njzbswnor5hvngpfyf2j222agy 305 6 of of IN work_njzbswnor5hvngpfyf2j222agy 305 7 order order NN work_njzbswnor5hvngpfyf2j222agy 305 8 in in IN work_njzbswnor5hvngpfyf2j222agy 305 9 evoked evoke VBN work_njzbswnor5hvngpfyf2j222agy 305 10 potentials potential NNS work_njzbswnor5hvngpfyf2j222agy 305 11 . . . work_njzbswnor5hvngpfyf2j222agy 306 1 Evoked evoke VBN work_njzbswnor5hvngpfyf2j222agy 306 2 potentials potential NNS work_njzbswnor5hvngpfyf2j222agy 306 3 and and CC work_njzbswnor5hvngpfyf2j222agy 306 4 magnetic magnetic JJ work_njzbswnor5hvngpfyf2j222agy 306 5 fields field NNS work_njzbswnor5hvngpfyf2j222agy 306 6 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 306 7 Vol Vol NNP work_njzbswnor5hvngpfyf2j222agy 306 8 . . . work_njzbswnor5hvngpfyf2j222agy 307 1 49 49 CD work_njzbswnor5hvngpfyf2j222agy 307 2 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 307 3 . . . work_njzbswnor5hvngpfyf2j222agy 308 1 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 308 2 pp pp NNP work_njzbswnor5hvngpfyf2j222agy 308 3 . . . work_njzbswnor5hvngpfyf2j222agy 309 1 298–302 298–302 CD work_njzbswnor5hvngpfyf2j222agy 309 2 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 309 3 . . . work_njzbswnor5hvngpfyf2j222agy 310 1 Saini Saini NNP work_njzbswnor5hvngpfyf2j222agy 310 2 , , , work_njzbswnor5hvngpfyf2j222agy 310 3 V. V. NNP work_njzbswnor5hvngpfyf2j222agy 310 4 D. D. NNP work_njzbswnor5hvngpfyf2j222agy 310 5 , , , work_njzbswnor5hvngpfyf2j222agy 310 6 Nanda Nanda NNP work_njzbswnor5hvngpfyf2j222agy 310 7 , , , work_njzbswnor5hvngpfyf2j222agy 310 8 N. N. NNP work_njzbswnor5hvngpfyf2j222agy 310 9 C. C. NNP work_njzbswnor5hvngpfyf2j222agy 310 10 , , , work_njzbswnor5hvngpfyf2j222agy 310 11 & & CC work_njzbswnor5hvngpfyf2j222agy 310 12 Maulik Maulik NNP work_njzbswnor5hvngpfyf2j222agy 310 13 , , , work_njzbswnor5hvngpfyf2j222agy 310 14 D. D. NNP work_njzbswnor5hvngpfyf2j222agy 310 15 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 310 16 1993 1993 CD work_njzbswnor5hvngpfyf2j222agy 310 17 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 310 18 . . . work_njzbswnor5hvngpfyf2j222agy 311 1 Basic basic JJ work_njzbswnor5hvngpfyf2j222agy 311 2 principles principle NNS work_njzbswnor5hvngpfyf2j222agy 311 3 of of IN work_njzbswnor5hvngpfyf2j222agy 311 4 ultrasound ultrasound NN work_njzbswnor5hvngpfyf2j222agy 311 5 and and CC work_njzbswnor5hvngpfyf2j222agy 311 6 Doppler Doppler NNP work_njzbswnor5hvngpfyf2j222agy 311 7 effect effect NN work_njzbswnor5hvngpfyf2j222agy 311 8 . . . work_njzbswnor5hvngpfyf2j222agy 312 1 Doppler doppler VB work_njzbswnor5hvngpfyf2j222agy 312 2 echocardiography echocardiography NN work_njzbswnor5hvngpfyf2j222agy 312 3 . . . work_njzbswnor5hvngpfyf2j222agy 313 1 London London NNP work_njzbswnor5hvngpfyf2j222agy 313 2 : : : work_njzbswnor5hvngpfyf2j222agy 313 3 Lea Lea NNP work_njzbswnor5hvngpfyf2j222agy 313 4 & & CC work_njzbswnor5hvngpfyf2j222agy 313 5 Febiger Febiger NNP work_njzbswnor5hvngpfyf2j222agy 313 6 Philadelphia Philadelphia NNP work_njzbswnor5hvngpfyf2j222agy 313 7 . . . work_njzbswnor5hvngpfyf2j222agy 314 1 Suykens Suykens NNP work_njzbswnor5hvngpfyf2j222agy 314 2 , , , work_njzbswnor5hvngpfyf2j222agy 314 3 J. j. NN work_njzbswnor5hvngpfyf2j222agy 315 1 A. A. NNP work_njzbswnor5hvngpfyf2j222agy 315 2 K. K. NNP work_njzbswnor5hvngpfyf2j222agy 315 3 , , , work_njzbswnor5hvngpfyf2j222agy 315 4 & & CC work_njzbswnor5hvngpfyf2j222agy 315 5 Vandewalle Vandewalle NNP work_njzbswnor5hvngpfyf2j222agy 315 6 , , , work_njzbswnor5hvngpfyf2j222agy 315 7 J. J. NNP work_njzbswnor5hvngpfyf2j222agy 316 1 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 316 2 1999 1999 CD work_njzbswnor5hvngpfyf2j222agy 316 3 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 316 4 . . . work_njzbswnor5hvngpfyf2j222agy 317 1 Least Least JJS work_njzbswnor5hvngpfyf2j222agy 317 2 squares square VBZ work_njzbswnor5hvngpfyf2j222agy 317 3 support support NN work_njzbswnor5hvngpfyf2j222agy 317 4 vector vector NN work_njzbswnor5hvngpfyf2j222agy 317 5 machine machine NN work_njzbswnor5hvngpfyf2j222agy 317 6 classifiers classifier NNS work_njzbswnor5hvngpfyf2j222agy 317 7 . . . work_njzbswnor5hvngpfyf2j222agy 318 1 Neural Neural NNP work_njzbswnor5hvngpfyf2j222agy 318 2 Processing Processing NNP work_njzbswnor5hvngpfyf2j222agy 318 3 Letters Letters NNPS work_njzbswnor5hvngpfyf2j222agy 318 4 , , , work_njzbswnor5hvngpfyf2j222agy 318 5 9(3 9(3 NNP work_njzbswnor5hvngpfyf2j222agy 318 6 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 318 7 , , , work_njzbswnor5hvngpfyf2j222agy 318 8 293–300 293–300 CD work_njzbswnor5hvngpfyf2j222agy 318 9 . . . work_njzbswnor5hvngpfyf2j222agy 319 1 Turkoglu Turkoglu NNP work_njzbswnor5hvngpfyf2j222agy 319 2 , , , work_njzbswnor5hvngpfyf2j222agy 319 3 I. I. NNP work_njzbswnor5hvngpfyf2j222agy 319 4 , , , work_njzbswnor5hvngpfyf2j222agy 319 5 Arslan Arslan NNP work_njzbswnor5hvngpfyf2j222agy 319 6 , , , work_njzbswnor5hvngpfyf2j222agy 319 7 A. a. NN work_njzbswnor5hvngpfyf2j222agy 319 8 , , , work_njzbswnor5hvngpfyf2j222agy 319 9 & & CC work_njzbswnor5hvngpfyf2j222agy 319 10 Ilkay Ilkay NNP work_njzbswnor5hvngpfyf2j222agy 319 11 , , , work_njzbswnor5hvngpfyf2j222agy 319 12 E. E. NNP work_njzbswnor5hvngpfyf2j222agy 319 13 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 319 14 2002 2002 CD work_njzbswnor5hvngpfyf2j222agy 319 15 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 319 16 . . . work_njzbswnor5hvngpfyf2j222agy 320 1 A a DT work_njzbswnor5hvngpfyf2j222agy 320 2 pattern pattern NN work_njzbswnor5hvngpfyf2j222agy 320 3 recognition recognition NN work_njzbswnor5hvngpfyf2j222agy 320 4 system system NN work_njzbswnor5hvngpfyf2j222agy 320 5 for for IN work_njzbswnor5hvngpfyf2j222agy 320 6 diagnose diagnose NN work_njzbswnor5hvngpfyf2j222agy 320 7 of of IN work_njzbswnor5hvngpfyf2j222agy 320 8 the the DT work_njzbswnor5hvngpfyf2j222agy 320 9 heart heart NN work_njzbswnor5hvngpfyf2j222agy 320 10 mitral mitral NN work_njzbswnor5hvngpfyf2j222agy 320 11 valve valve NN work_njzbswnor5hvngpfyf2j222agy 320 12 diseases disease NNS work_njzbswnor5hvngpfyf2j222agy 320 13 based base VBN work_njzbswnor5hvngpfyf2j222agy 320 14 on on IN work_njzbswnor5hvngpfyf2j222agy 320 15 wavelet wavelet NN work_njzbswnor5hvngpfyf2j222agy 320 16 packet packet NN work_njzbswnor5hvngpfyf2j222agy 320 17 and and CC work_njzbswnor5hvngpfyf2j222agy 320 18 neural neural JJ work_njzbswnor5hvngpfyf2j222agy 320 19 network network NN work_njzbswnor5hvngpfyf2j222agy 320 20 . . . work_njzbswnor5hvngpfyf2j222agy 321 1 Fırat Fırat NNP work_njzbswnor5hvngpfyf2j222agy 321 2 University University NNP work_njzbswnor5hvngpfyf2j222agy 321 3 , , , work_njzbswnor5hvngpfyf2j222agy 321 4 Journal Journal NNP work_njzbswnor5hvngpfyf2j222agy 321 5 of of IN work_njzbswnor5hvngpfyf2j222agy 321 6 Science Science NNP work_njzbswnor5hvngpfyf2j222agy 321 7 and and CC work_njzbswnor5hvngpfyf2j222agy 321 8 Technology Technology NNP work_njzbswnor5hvngpfyf2j222agy 321 9 , , , work_njzbswnor5hvngpfyf2j222agy 321 10 14(1 14(1 CD work_njzbswnor5hvngpfyf2j222agy 321 11 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 321 12 , , , work_njzbswnor5hvngpfyf2j222agy 321 13 1–10 1–10 CD work_njzbswnor5hvngpfyf2j222agy 321 14 . . . work_njzbswnor5hvngpfyf2j222agy 322 1 Turkoglu Turkoglu NNP work_njzbswnor5hvngpfyf2j222agy 322 2 , , , work_njzbswnor5hvngpfyf2j222agy 322 3 I. I. NNP work_njzbswnor5hvngpfyf2j222agy 322 4 , , , work_njzbswnor5hvngpfyf2j222agy 322 5 Arslan Arslan NNP work_njzbswnor5hvngpfyf2j222agy 322 6 , , , work_njzbswnor5hvngpfyf2j222agy 322 7 A. a. NN work_njzbswnor5hvngpfyf2j222agy 322 8 , , , work_njzbswnor5hvngpfyf2j222agy 322 9 & & CC work_njzbswnor5hvngpfyf2j222agy 322 10 Ilkay Ilkay NNP work_njzbswnor5hvngpfyf2j222agy 322 11 , , , work_njzbswnor5hvngpfyf2j222agy 322 12 E. E. NNP work_njzbswnor5hvngpfyf2j222agy 322 13 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 322 14 2002a 2002a CD work_njzbswnor5hvngpfyf2j222agy 322 15 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 322 16 . . . work_njzbswnor5hvngpfyf2j222agy 323 1 A a DT work_njzbswnor5hvngpfyf2j222agy 323 2 decision decision NN work_njzbswnor5hvngpfyf2j222agy 323 3 support support NN work_njzbswnor5hvngpfyf2j222agy 323 4 system system NN work_njzbswnor5hvngpfyf2j222agy 323 5 for for IN work_njzbswnor5hvngpfyf2j222agy 323 6 diagnose diagnose NN work_njzbswnor5hvngpfyf2j222agy 323 7 of of IN work_njzbswnor5hvngpfyf2j222agy 323 8 the the DT work_njzbswnor5hvngpfyf2j222agy 323 9 heart heart NN work_njzbswnor5hvngpfyf2j222agy 323 10 valve valve NN work_njzbswnor5hvngpfyf2j222agy 323 11 diseases disease NNS work_njzbswnor5hvngpfyf2j222agy 323 12 . . . work_njzbswnor5hvngpfyf2j222agy 324 1 Journal Journal NNP work_njzbswnor5hvngpfyf2j222agy 324 2 of of IN work_njzbswnor5hvngpfyf2j222agy 324 3 the the DT work_njzbswnor5hvngpfyf2j222agy 324 4 Institute Institute NNP work_njzbswnor5hvngpfyf2j222agy 324 5 of of IN work_njzbswnor5hvngpfyf2j222agy 324 6 Science Science NNP work_njzbswnor5hvngpfyf2j222agy 324 7 and and CC work_njzbswnor5hvngpfyf2j222agy 324 8 Technology Technology NNP work_njzbswnor5hvngpfyf2j222agy 324 9 of of IN work_njzbswnor5hvngpfyf2j222agy 324 10 Sakarya Sakarya NNP work_njzbswnor5hvngpfyf2j222agy 324 11 University University NNP work_njzbswnor5hvngpfyf2j222agy 324 12 , , , work_njzbswnor5hvngpfyf2j222agy 324 13 6(2 6(2 NNP work_njzbswnor5hvngpfyf2j222agy 324 14 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 324 15 , , , work_njzbswnor5hvngpfyf2j222agy 324 16 57–64 57–64 CD work_njzbswnor5hvngpfyf2j222agy 324 17 . . . work_njzbswnor5hvngpfyf2j222agy 325 1 Turkoglu Turkoglu NNP work_njzbswnor5hvngpfyf2j222agy 325 2 , , , work_njzbswnor5hvngpfyf2j222agy 325 3 I. I. NNP work_njzbswnor5hvngpfyf2j222agy 325 4 , , , work_njzbswnor5hvngpfyf2j222agy 325 5 Arslan Arslan NNP work_njzbswnor5hvngpfyf2j222agy 325 6 , , , work_njzbswnor5hvngpfyf2j222agy 325 7 A. a. NN work_njzbswnor5hvngpfyf2j222agy 325 8 , , , work_njzbswnor5hvngpfyf2j222agy 325 9 & & CC work_njzbswnor5hvngpfyf2j222agy 325 10 Ilkay Ilkay NNP work_njzbswnor5hvngpfyf2j222agy 325 11 , , , work_njzbswnor5hvngpfyf2j222agy 325 12 E. E. NNP work_njzbswnor5hvngpfyf2j222agy 325 13 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 325 14 2002b 2002b CD work_njzbswnor5hvngpfyf2j222agy 325 15 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 325 16 . . . work_njzbswnor5hvngpfyf2j222agy 326 1 An an DT work_njzbswnor5hvngpfyf2j222agy 326 2 expert expert NN work_njzbswnor5hvngpfyf2j222agy 326 3 system system NN work_njzbswnor5hvngpfyf2j222agy 326 4 for for IN work_njzbswnor5hvngpfyf2j222agy 326 5 diagnosis diagnosis NN work_njzbswnor5hvngpfyf2j222agy 326 6 of of IN work_njzbswnor5hvngpfyf2j222agy 326 7 the the DT work_njzbswnor5hvngpfyf2j222agy 326 8 heart heart NN work_njzbswnor5hvngpfyf2j222agy 326 9 valve valve NN work_njzbswnor5hvngpfyf2j222agy 326 10 diseases disease NNS work_njzbswnor5hvngpfyf2j222agy 326 11 . . . work_njzbswnor5hvngpfyf2j222agy 327 1 Expert expert NN work_njzbswnor5hvngpfyf2j222agy 327 2 Systems system NNS work_njzbswnor5hvngpfyf2j222agy 327 3 with with IN work_njzbswnor5hvngpfyf2j222agy 327 4 Applications Applications NNPS work_njzbswnor5hvngpfyf2j222agy 327 5 , , , work_njzbswnor5hvngpfyf2j222agy 327 6 23(3 23(3 CD work_njzbswnor5hvngpfyf2j222agy 327 7 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 327 8 , , , work_njzbswnor5hvngpfyf2j222agy 327 9 229–236 229–236 CD work_njzbswnor5hvngpfyf2j222agy 327 10 . . . work_njzbswnor5hvngpfyf2j222agy 328 1 Uguz uguz RB work_njzbswnor5hvngpfyf2j222agy 328 2 , , , work_njzbswnor5hvngpfyf2j222agy 328 3 H. H. NNP work_njzbswnor5hvngpfyf2j222agy 328 4 , , , work_njzbswnor5hvngpfyf2j222agy 328 5 Arslan Arslan NNP work_njzbswnor5hvngpfyf2j222agy 328 6 , , , work_njzbswnor5hvngpfyf2j222agy 328 7 A. a. NN work_njzbswnor5hvngpfyf2j222agy 328 8 , , , work_njzbswnor5hvngpfyf2j222agy 328 9 & & CC work_njzbswnor5hvngpfyf2j222agy 328 10 Türkoğlu Türkoğlu NNP work_njzbswnor5hvngpfyf2j222agy 328 11 , , , work_njzbswnor5hvngpfyf2j222agy 328 12 I. I. NNP work_njzbswnor5hvngpfyf2j222agy 329 1 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 329 2 2007 2007 CD work_njzbswnor5hvngpfyf2j222agy 329 3 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 329 4 . . . work_njzbswnor5hvngpfyf2j222agy 330 1 A a DT work_njzbswnor5hvngpfyf2j222agy 330 2 biomedical biomedical JJ work_njzbswnor5hvngpfyf2j222agy 330 3 system system NN work_njzbswnor5hvngpfyf2j222agy 330 4 based base VBN work_njzbswnor5hvngpfyf2j222agy 330 5 on on IN work_njzbswnor5hvngpfyf2j222agy 330 6 hidden hidden JJ work_njzbswnor5hvngpfyf2j222agy 330 7 Markov Markov NNP work_njzbswnor5hvngpfyf2j222agy 330 8 model model NN work_njzbswnor5hvngpfyf2j222agy 330 9 for for IN work_njzbswnor5hvngpfyf2j222agy 330 10 diagnosis diagnosis NN work_njzbswnor5hvngpfyf2j222agy 330 11 of of IN work_njzbswnor5hvngpfyf2j222agy 330 12 the the DT work_njzbswnor5hvngpfyf2j222agy 330 13 heart heart NN work_njzbswnor5hvngpfyf2j222agy 330 14 valve valve NN work_njzbswnor5hvngpfyf2j222agy 330 15 diseases disease NNS work_njzbswnor5hvngpfyf2j222agy 330 16 . . . work_njzbswnor5hvngpfyf2j222agy 331 1 Pattern Pattern NNP work_njzbswnor5hvngpfyf2j222agy 331 2 Recognition Recognition NNP work_njzbswnor5hvngpfyf2j222agy 331 3 Letters Letters NNP work_njzbswnor5hvngpfyf2j222agy 331 4 . . . work_njzbswnor5hvngpfyf2j222agy 332 1 Wright Wright NNP work_njzbswnor5hvngpfyf2j222agy 332 2 , , , work_njzbswnor5hvngpfyf2j222agy 332 3 I. I. NNP work_njzbswnor5hvngpfyf2j222agy 333 1 A. A. NNP work_njzbswnor5hvngpfyf2j222agy 333 2 , , , work_njzbswnor5hvngpfyf2j222agy 333 3 Gough Gough NNP work_njzbswnor5hvngpfyf2j222agy 333 4 , , , work_njzbswnor5hvngpfyf2j222agy 333 5 N. N. NNP work_njzbswnor5hvngpfyf2j222agy 333 6 A. a. NN work_njzbswnor5hvngpfyf2j222agy 333 7 J. J. NNP work_njzbswnor5hvngpfyf2j222agy 333 8 , , , work_njzbswnor5hvngpfyf2j222agy 333 9 Rakebrandt Rakebrandt NNP work_njzbswnor5hvngpfyf2j222agy 333 10 , , , work_njzbswnor5hvngpfyf2j222agy 333 11 F. F. NNP work_njzbswnor5hvngpfyf2j222agy 333 12 , , , work_njzbswnor5hvngpfyf2j222agy 333 13 Wahab Wahab NNP work_njzbswnor5hvngpfyf2j222agy 333 14 , , , work_njzbswnor5hvngpfyf2j222agy 333 15 M. M. NNP work_njzbswnor5hvngpfyf2j222agy 333 16 , , , work_njzbswnor5hvngpfyf2j222agy 333 17 & & CC work_njzbswnor5hvngpfyf2j222agy 333 18 Woodcock Woodcock NNP work_njzbswnor5hvngpfyf2j222agy 333 19 , , , work_njzbswnor5hvngpfyf2j222agy 333 20 J. J. NNP work_njzbswnor5hvngpfyf2j222agy 333 21 P. P. NNP work_njzbswnor5hvngpfyf2j222agy 333 22 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 333 23 1997 1997 CD work_njzbswnor5hvngpfyf2j222agy 333 24 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 333 25 . . . work_njzbswnor5hvngpfyf2j222agy 334 1 Neural neural JJ work_njzbswnor5hvngpfyf2j222agy 334 2 network network NN work_njzbswnor5hvngpfyf2j222agy 334 3 analysis analysis NN work_njzbswnor5hvngpfyf2j222agy 334 4 of of IN work_njzbswnor5hvngpfyf2j222agy 334 5 Doppler Doppler NNP work_njzbswnor5hvngpfyf2j222agy 334 6 ultrasound ultrasound NN work_njzbswnor5hvngpfyf2j222agy 334 7 blood blood NN work_njzbswnor5hvngpfyf2j222agy 334 8 flow flow NN work_njzbswnor5hvngpfyf2j222agy 334 9 signals signal NNS work_njzbswnor5hvngpfyf2j222agy 334 10 : : : work_njzbswnor5hvngpfyf2j222agy 334 11 A a DT work_njzbswnor5hvngpfyf2j222agy 334 12 pilot pilot NN work_njzbswnor5hvngpfyf2j222agy 334 13 study study NN work_njzbswnor5hvngpfyf2j222agy 334 14 . . . work_njzbswnor5hvngpfyf2j222agy 335 1 Ultrasound Ultrasound NNP work_njzbswnor5hvngpfyf2j222agy 335 2 in in IN work_njzbswnor5hvngpfyf2j222agy 335 3 Medicine Medicine NNP work_njzbswnor5hvngpfyf2j222agy 335 4 and and CC work_njzbswnor5hvngpfyf2j222agy 335 5 Biology Biology NNP work_njzbswnor5hvngpfyf2j222agy 335 6 , , , work_njzbswnor5hvngpfyf2j222agy 335 7 23(5 23(5 CD work_njzbswnor5hvngpfyf2j222agy 335 8 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 335 9 , , , work_njzbswnor5hvngpfyf2j222agy 335 10 683–690 683–690 CD work_njzbswnor5hvngpfyf2j222agy 335 11 . . . work_njzbswnor5hvngpfyf2j222agy 336 1 4238 4238 CD work_njzbswnor5hvngpfyf2j222agy 336 2 D. D. NNP work_njzbswnor5hvngpfyf2j222agy 336 3 Hanbay Hanbay NNP work_njzbswnor5hvngpfyf2j222agy 336 4 / / SYM work_njzbswnor5hvngpfyf2j222agy 336 5 Expert Expert NNP work_njzbswnor5hvngpfyf2j222agy 336 6 Systems Systems NNPS work_njzbswnor5hvngpfyf2j222agy 336 7 with with IN work_njzbswnor5hvngpfyf2j222agy 336 8 Applications Applications NNPS work_njzbswnor5hvngpfyf2j222agy 336 9 36 36 CD work_njzbswnor5hvngpfyf2j222agy 336 10 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 336 11 2009 2009 CD work_njzbswnor5hvngpfyf2j222agy 336 12 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 336 13 4232–4238 4232–4238 CD work_njzbswnor5hvngpfyf2j222agy 336 14 EXPERT EXPERT NNP work_njzbswnor5hvngpfyf2j222agy 336 15 SYSTEMS system NNS work_njzbswnor5hvngpfyf2j222agy 336 16 WITH with IN work_njzbswnor5hvngpfyf2j222agy 336 17 APPLICATIONS application NNS work_njzbswnor5hvngpfyf2j222agy 336 18 An an DT work_njzbswnor5hvngpfyf2j222agy 336 19 International International NNP work_njzbswnor5hvngpfyf2j222agy 336 20 Journal Journal NNP work_njzbswnor5hvngpfyf2j222agy 336 21 EDITOR EDITOR NNP work_njzbswnor5hvngpfyf2j222agy 336 22 - - HYPH work_njzbswnor5hvngpfyf2j222agy 336 23 IN IN NNP work_njzbswnor5hvngpfyf2j222agy 336 24 - - HYPH work_njzbswnor5hvngpfyf2j222agy 336 25 CHIEF chief NN work_njzbswnor5hvngpfyf2j222agy 336 26 Jay Jay NNP work_njzbswnor5hvngpfyf2j222agy 336 27 Liebowitz Liebowitz NNP work_njzbswnor5hvngpfyf2j222agy 336 28 , , , work_njzbswnor5hvngpfyf2j222agy 336 29 D.Sc D.Sc NNP work_njzbswnor5hvngpfyf2j222agy 336 30 . . . work_njzbswnor5hvngpfyf2j222agy 337 1 966 966 CD work_njzbswnor5hvngpfyf2j222agy 337 2 Farm Farm NNP work_njzbswnor5hvngpfyf2j222agy 337 3 Haven Haven NNP work_njzbswnor5hvngpfyf2j222agy 337 4 Drive Drive NNP work_njzbswnor5hvngpfyf2j222agy 337 5 , , , work_njzbswnor5hvngpfyf2j222agy 337 6 Rockville Rockville NNP work_njzbswnor5hvngpfyf2j222agy 337 7 , , , work_njzbswnor5hvngpfyf2j222agy 337 8 Maryland Maryland NNP work_njzbswnor5hvngpfyf2j222agy 337 9 20852 20852 CD work_njzbswnor5hvngpfyf2j222agy 337 10 , , , work_njzbswnor5hvngpfyf2j222agy 337 11 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 337 12 EDITORIAL EDITORIAL NNP work_njzbswnor5hvngpfyf2j222agy 337 13 ADVISORY ADVISORY NNP work_njzbswnor5hvngpfyf2j222agy 337 14 BOARD BOARD NNP work_njzbswnor5hvngpfyf2j222agy 337 15 Edward Edward NNP work_njzbswnor5hvngpfyf2j222agy 337 16 Feigenbaum Feigenbaum NNP work_njzbswnor5hvngpfyf2j222agy 337 17 Stanford Stanford NNP work_njzbswnor5hvngpfyf2j222agy 337 18 University University NNP work_njzbswnor5hvngpfyf2j222agy 337 19 , , , work_njzbswnor5hvngpfyf2j222agy 337 20 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 337 21 Lance Lance NNP work_njzbswnor5hvngpfyf2j222agy 337 22 B. B. NNP work_njzbswnor5hvngpfyf2j222agy 337 23 Eliot Eliot NNP work_njzbswnor5hvngpfyf2j222agy 337 24 University University NNP work_njzbswnor5hvngpfyf2j222agy 337 25 of of IN work_njzbswnor5hvngpfyf2j222agy 337 26 Southern Southern NNP work_njzbswnor5hvngpfyf2j222agy 337 27 California California NNP work_njzbswnor5hvngpfyf2j222agy 337 28 , , , work_njzbswnor5hvngpfyf2j222agy 337 29 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 337 30 Dianne Dianne NNP work_njzbswnor5hvngpfyf2j222agy 337 31 C. C. NNP work_njzbswnor5hvngpfyf2j222agy 337 32 Berry Berry NNP work_njzbswnor5hvngpfyf2j222agy 337 33 University University NNP work_njzbswnor5hvngpfyf2j222agy 337 34 of of IN work_njzbswnor5hvngpfyf2j222agy 337 35 Reading Reading NNP work_njzbswnor5hvngpfyf2j222agy 337 36 , , , work_njzbswnor5hvngpfyf2j222agy 337 37 UK UK NNP work_njzbswnor5hvngpfyf2j222agy 337 38 Walter Walter NNP work_njzbswnor5hvngpfyf2j222agy 337 39 Reitman Reitman NNP work_njzbswnor5hvngpfyf2j222agy 337 40 Rensselaer Rensselaer NNP work_njzbswnor5hvngpfyf2j222agy 337 41 Polytechnic Polytechnic NNP work_njzbswnor5hvngpfyf2j222agy 337 42 Institute Institute NNP work_njzbswnor5hvngpfyf2j222agy 337 43 , , , work_njzbswnor5hvngpfyf2j222agy 337 44 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 337 45 Shri Shri NNP work_njzbswnor5hvngpfyf2j222agy 337 46 K. K. NNP work_njzbswnor5hvngpfyf2j222agy 337 47 Goyal Goyal NNP work_njzbswnor5hvngpfyf2j222agy 337 48 GTE GTE NNP work_njzbswnor5hvngpfyf2j222agy 337 49 Laboratories Laboratories NNP work_njzbswnor5hvngpfyf2j222agy 337 50 , , , work_njzbswnor5hvngpfyf2j222agy 337 51 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 337 52 Daniel Daniel NNP work_njzbswnor5hvngpfyf2j222agy 337 53 E. E. NNP work_njzbswnor5hvngpfyf2j222agy 337 54 O’Leary O’Leary NNP work_njzbswnor5hvngpfyf2j222agy 337 55 University University NNP work_njzbswnor5hvngpfyf2j222agy 337 56 of of IN work_njzbswnor5hvngpfyf2j222agy 337 57 Southern Southern NNP work_njzbswnor5hvngpfyf2j222agy 337 58 California California NNP work_njzbswnor5hvngpfyf2j222agy 337 59 , , , work_njzbswnor5hvngpfyf2j222agy 337 60 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 337 61 Richard Richard NNP work_njzbswnor5hvngpfyf2j222agy 337 62 G. G. NNP work_njzbswnor5hvngpfyf2j222agy 337 63 Vedder Vedder NNP work_njzbswnor5hvngpfyf2j222agy 337 64 University University NNP work_njzbswnor5hvngpfyf2j222agy 337 65 of of IN work_njzbswnor5hvngpfyf2j222agy 337 66 North North NNP work_njzbswnor5hvngpfyf2j222agy 337 67 Texas Texas NNP work_njzbswnor5hvngpfyf2j222agy 337 68 , , , work_njzbswnor5hvngpfyf2j222agy 337 69 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 337 70 James James NNP work_njzbswnor5hvngpfyf2j222agy 337 71 L. L. NNP work_njzbswnor5hvngpfyf2j222agy 337 72 Rash Rash NNP work_njzbswnor5hvngpfyf2j222agy 337 73 NASA NASA NNP work_njzbswnor5hvngpfyf2j222agy 337 74 Goddard Goddard NNP work_njzbswnor5hvngpfyf2j222agy 337 75 Space Space NNP work_njzbswnor5hvngpfyf2j222agy 337 76 Flight Flight NNP work_njzbswnor5hvngpfyf2j222agy 337 77 Center Center NNP work_njzbswnor5hvngpfyf2j222agy 337 78 , , , work_njzbswnor5hvngpfyf2j222agy 337 79 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 337 80 Randall Randall NNP work_njzbswnor5hvngpfyf2j222agy 337 81 Shumaker Shumaker NNP work_njzbswnor5hvngpfyf2j222agy 337 82 Naval Naval NNP work_njzbswnor5hvngpfyf2j222agy 337 83 Research Research NNP work_njzbswnor5hvngpfyf2j222agy 337 84 Laboratory Laboratory NNP work_njzbswnor5hvngpfyf2j222agy 337 85 , , , work_njzbswnor5hvngpfyf2j222agy 337 86 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 337 87 David David NNP work_njzbswnor5hvngpfyf2j222agy 337 88 Bendel Bendel NNP work_njzbswnor5hvngpfyf2j222agy 337 89 Hertz Hertz NNP work_njzbswnor5hvngpfyf2j222agy 337 90 University University NNP work_njzbswnor5hvngpfyf2j222agy 337 91 of of IN work_njzbswnor5hvngpfyf2j222agy 337 92 Miami Miami NNP work_njzbswnor5hvngpfyf2j222agy 337 93 , , , work_njzbswnor5hvngpfyf2j222agy 337 94 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 337 95 A. a. NN work_njzbswnor5hvngpfyf2j222agy 337 96 Desai Desai NNP work_njzbswnor5hvngpfyf2j222agy 337 97 Narasimhalu Narasimhalu NNP work_njzbswnor5hvngpfyf2j222agy 337 98 Singapore Singapore NNP work_njzbswnor5hvngpfyf2j222agy 337 99 Management Management NNP work_njzbswnor5hvngpfyf2j222agy 337 100 University University NNP work_njzbswnor5hvngpfyf2j222agy 337 101 Patricia Patricia NNP work_njzbswnor5hvngpfyf2j222agy 337 102 Lightfoot Lightfoot NNP work_njzbswnor5hvngpfyf2j222agy 337 103 NASA NASA NNP work_njzbswnor5hvngpfyf2j222agy 337 104 Goddard Goddard NNP work_njzbswnor5hvngpfyf2j222agy 337 105 Space Space NNP work_njzbswnor5hvngpfyf2j222agy 337 106 Flight Flight NNP work_njzbswnor5hvngpfyf2j222agy 337 107 Center Center NNP work_njzbswnor5hvngpfyf2j222agy 337 108 , , , work_njzbswnor5hvngpfyf2j222agy 337 109 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 337 110 Mark Mark NNP work_njzbswnor5hvngpfyf2j222agy 337 111 Fox Fox NNP work_njzbswnor5hvngpfyf2j222agy 337 112 Toronto Toronto NNP work_njzbswnor5hvngpfyf2j222agy 337 113 , , , work_njzbswnor5hvngpfyf2j222agy 337 114 Ontario Ontario NNP work_njzbswnor5hvngpfyf2j222agy 337 115 , , , work_njzbswnor5hvngpfyf2j222agy 337 116 Canada Canada NNP work_njzbswnor5hvngpfyf2j222agy 337 117 Jae Jae NNP work_njzbswnor5hvngpfyf2j222agy 337 118 Kyu Kyu NNP work_njzbswnor5hvngpfyf2j222agy 337 119 Lee Lee NNP work_njzbswnor5hvngpfyf2j222agy 337 120 Korea Korea NNP work_njzbswnor5hvngpfyf2j222agy 337 121 Advanced Advanced NNP work_njzbswnor5hvngpfyf2j222agy 337 122 Institute Institute NNP work_njzbswnor5hvngpfyf2j222agy 337 123 of of IN work_njzbswnor5hvngpfyf2j222agy 337 124 Science Science NNP work_njzbswnor5hvngpfyf2j222agy 337 125 and and CC work_njzbswnor5hvngpfyf2j222agy 337 126 Technology Technology NNP work_njzbswnor5hvngpfyf2j222agy 337 127 I. I. NNP work_njzbswnor5hvngpfyf2j222agy 337 128 Burhan Burhan NNP work_njzbswnor5hvngpfyf2j222agy 337 129 Turksen Turksen NNP work_njzbswnor5hvngpfyf2j222agy 337 130 University University NNP work_njzbswnor5hvngpfyf2j222agy 337 131 of of IN work_njzbswnor5hvngpfyf2j222agy 337 132 Toronto Toronto NNP work_njzbswnor5hvngpfyf2j222agy 337 133 , , , work_njzbswnor5hvngpfyf2j222agy 337 134 Canada Canada NNP work_njzbswnor5hvngpfyf2j222agy 337 135 Ching Ching NNP work_njzbswnor5hvngpfyf2j222agy 337 136 Suen Suen NNP work_njzbswnor5hvngpfyf2j222agy 337 137 Concordia Concordia NNP work_njzbswnor5hvngpfyf2j222agy 337 138 University University NNP work_njzbswnor5hvngpfyf2j222agy 337 139 , , , work_njzbswnor5hvngpfyf2j222agy 337 140 Canada Canada NNP work_njzbswnor5hvngpfyf2j222agy 337 141 Ernest Ernest NNP work_njzbswnor5hvngpfyf2j222agy 337 142 H. H. NNP work_njzbswnor5hvngpfyf2j222agy 337 143 Forman Forman NNP work_njzbswnor5hvngpfyf2j222agy 337 144 George George NNP work_njzbswnor5hvngpfyf2j222agy 337 145 Washington Washington NNP work_njzbswnor5hvngpfyf2j222agy 337 146 University University NNP work_njzbswnor5hvngpfyf2j222agy 337 147 , , , work_njzbswnor5hvngpfyf2j222agy 337 148 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 337 149 Roar Roar NNP work_njzbswnor5hvngpfyf2j222agy 337 150 Fjellheim Fjellheim NNP work_njzbswnor5hvngpfyf2j222agy 337 151 Computas Computas NNP work_njzbswnor5hvngpfyf2j222agy 337 152 A.S. A.S. NNP work_njzbswnor5hvngpfyf2j222agy 337 153 , , , work_njzbswnor5hvngpfyf2j222agy 337 154 Norway Norway NNP work_njzbswnor5hvngpfyf2j222agy 337 155 Jan Jan NNP work_njzbswnor5hvngpfyf2j222agy 337 156 Vanthienen Vanthienen NNP work_njzbswnor5hvngpfyf2j222agy 337 157 Catholic Catholic NNP work_njzbswnor5hvngpfyf2j222agy 337 158 University University NNP work_njzbswnor5hvngpfyf2j222agy 337 159 , , , work_njzbswnor5hvngpfyf2j222agy 337 160 Leuven Leuven NNP work_njzbswnor5hvngpfyf2j222agy 337 161 , , , work_njzbswnor5hvngpfyf2j222agy 337 162 Belgium Belgium NNP work_njzbswnor5hvngpfyf2j222agy 337 163 Jon Jon NNP work_njzbswnor5hvngpfyf2j222agy 337 164 R. R. NNP work_njzbswnor5hvngpfyf2j222agy 337 165 Wright Wright NNP work_njzbswnor5hvngpfyf2j222agy 337 166 AT&T AT&T NNP work_njzbswnor5hvngpfyf2j222agy 337 167 Bell Bell NNP work_njzbswnor5hvngpfyf2j222agy 337 168 Laboratories Laboratories NNPS work_njzbswnor5hvngpfyf2j222agy 337 169 , , , work_njzbswnor5hvngpfyf2j222agy 337 170 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 337 171 Roy Roy NNP work_njzbswnor5hvngpfyf2j222agy 337 172 Rada Rada NNP work_njzbswnor5hvngpfyf2j222agy 337 173 University University NNP work_njzbswnor5hvngpfyf2j222agy 337 174 of of IN work_njzbswnor5hvngpfyf2j222agy 337 175 Maryland Maryland NNP work_njzbswnor5hvngpfyf2j222agy 337 176 , , , work_njzbswnor5hvngpfyf2j222agy 337 177 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 337 178 John John NNP work_njzbswnor5hvngpfyf2j222agy 337 179 P. P. NNP work_njzbswnor5hvngpfyf2j222agy 337 180 Coyne Coyne NNP work_njzbswnor5hvngpfyf2j222agy 337 181 George George NNP work_njzbswnor5hvngpfyf2j222agy 337 182 Washington Washington NNP work_njzbswnor5hvngpfyf2j222agy 337 183 University University NNP work_njzbswnor5hvngpfyf2j222agy 337 184 , , , work_njzbswnor5hvngpfyf2j222agy 337 185 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 337 186 John John NNP work_njzbswnor5hvngpfyf2j222agy 337 187 H. H. NNP work_njzbswnor5hvngpfyf2j222agy 337 188 Carson Carson NNP work_njzbswnor5hvngpfyf2j222agy 337 189 George George NNP work_njzbswnor5hvngpfyf2j222agy 337 190 Washington Washington NNP work_njzbswnor5hvngpfyf2j222agy 337 191 University University NNP work_njzbswnor5hvngpfyf2j222agy 337 192 , , , work_njzbswnor5hvngpfyf2j222agy 337 193 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 337 194 Daniel Daniel NNP work_njzbswnor5hvngpfyf2j222agy 337 195 Schutzer Schutzer NNP work_njzbswnor5hvngpfyf2j222agy 337 196 Citicorp Citicorp NNP work_njzbswnor5hvngpfyf2j222agy 337 197 Investment Investment NNP work_njzbswnor5hvngpfyf2j222agy 337 198 Bank Bank NNP work_njzbswnor5hvngpfyf2j222agy 337 199 , , , work_njzbswnor5hvngpfyf2j222agy 337 200 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 337 201 Paul Paul NNP work_njzbswnor5hvngpfyf2j222agy 337 202 Harmon Harmon NNP work_njzbswnor5hvngpfyf2j222agy 337 203 Harmon Harmon NNP work_njzbswnor5hvngpfyf2j222agy 337 204 Associates Associates NNPS work_njzbswnor5hvngpfyf2j222agy 337 205 , , , work_njzbswnor5hvngpfyf2j222agy 337 206 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 337 207 Francisco Francisco NNP work_njzbswnor5hvngpfyf2j222agy 337 208 J. J. NNP work_njzbswnor5hvngpfyf2j222agy 337 209 Cantu Cantu NNP work_njzbswnor5hvngpfyf2j222agy 337 210 Instituto Instituto NNP work_njzbswnor5hvngpfyf2j222agy 337 211 Tecnologico Tecnologico NNP work_njzbswnor5hvngpfyf2j222agy 337 212 y y NNP work_njzbswnor5hvngpfyf2j222agy 337 213 de de NNP work_njzbswnor5hvngpfyf2j222agy 337 214 Estudios Estudios NNP work_njzbswnor5hvngpfyf2j222agy 337 215 Superiores Superiores NNP work_njzbswnor5hvngpfyf2j222agy 337 216 de de NNP work_njzbswnor5hvngpfyf2j222agy 337 217 Monterrey Monterrey NNP work_njzbswnor5hvngpfyf2j222agy 337 218 , , , work_njzbswnor5hvngpfyf2j222agy 337 219 Mexico Mexico NNP work_njzbswnor5hvngpfyf2j222agy 337 220 Brian Brian NNP work_njzbswnor5hvngpfyf2j222agy 337 221 Gaines Gaines NNPS work_njzbswnor5hvngpfyf2j222agy 337 222 University University NNP work_njzbswnor5hvngpfyf2j222agy 337 223 of of IN work_njzbswnor5hvngpfyf2j222agy 337 224 Calgary Calgary NNP work_njzbswnor5hvngpfyf2j222agy 337 225 , , , work_njzbswnor5hvngpfyf2j222agy 337 226 Canada Canada NNP work_njzbswnor5hvngpfyf2j222agy 337 227 Michel Michel NNP work_njzbswnor5hvngpfyf2j222agy 337 228 Clerget Clerget NNP work_njzbswnor5hvngpfyf2j222agy 337 229 Cognitech Cognitech NNP work_njzbswnor5hvngpfyf2j222agy 337 230 , , , work_njzbswnor5hvngpfyf2j222agy 337 231 France France NNP work_njzbswnor5hvngpfyf2j222agy 337 232 Kenneth Kenneth NNP work_njzbswnor5hvngpfyf2j222agy 337 233 J. J. NNP work_njzbswnor5hvngpfyf2j222agy 337 234 Fordyce Fordyce NNP work_njzbswnor5hvngpfyf2j222agy 337 235 IBM IBM NNP work_njzbswnor5hvngpfyf2j222agy 337 236 , , , work_njzbswnor5hvngpfyf2j222agy 337 237 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 337 238 James James NNP work_njzbswnor5hvngpfyf2j222agy 337 239 R. R. NNP work_njzbswnor5hvngpfyf2j222agy 337 240 Slagle Slagle NNP work_njzbswnor5hvngpfyf2j222agy 337 241 University University NNP work_njzbswnor5hvngpfyf2j222agy 337 242 of of IN work_njzbswnor5hvngpfyf2j222agy 337 243 Minnesota Minnesota NNP work_njzbswnor5hvngpfyf2j222agy 337 244 , , , work_njzbswnor5hvngpfyf2j222agy 337 245 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 337 246 Eliot Eliot NNP work_njzbswnor5hvngpfyf2j222agy 337 247 Weinman Weinman NNP work_njzbswnor5hvngpfyf2j222agy 337 248 Software Software NNP work_njzbswnor5hvngpfyf2j222agy 337 249 Productivity Productivity NNP work_njzbswnor5hvngpfyf2j222agy 337 250 , , , work_njzbswnor5hvngpfyf2j222agy 337 251 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 337 252 Randall Randall NNP work_njzbswnor5hvngpfyf2j222agy 337 253 Davis Davis NNP work_njzbswnor5hvngpfyf2j222agy 337 254 Massachusetts Massachusetts NNP work_njzbswnor5hvngpfyf2j222agy 337 255 Institute Institute NNP work_njzbswnor5hvngpfyf2j222agy 337 256 of of IN work_njzbswnor5hvngpfyf2j222agy 337 257 Technology Technology NNP work_njzbswnor5hvngpfyf2j222agy 337 258 , , , work_njzbswnor5hvngpfyf2j222agy 337 259 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 337 260 E. E. NNP work_njzbswnor5hvngpfyf2j222agy 337 261 Balagurusamy Balagurusamy NNP work_njzbswnor5hvngpfyf2j222agy 337 262 Mahareer Mahareer NNP work_njzbswnor5hvngpfyf2j222agy 337 263 Academy Academy NNP work_njzbswnor5hvngpfyf2j222agy 337 264 of of IN work_njzbswnor5hvngpfyf2j222agy 337 265 Technology Technology NNP work_njzbswnor5hvngpfyf2j222agy 337 266 and and CC work_njzbswnor5hvngpfyf2j222agy 337 267 Sciences Sciences NNPS work_njzbswnor5hvngpfyf2j222agy 337 268 , , , work_njzbswnor5hvngpfyf2j222agy 337 269 India India NNP work_njzbswnor5hvngpfyf2j222agy 337 270 Dieter Dieter NNP work_njzbswnor5hvngpfyf2j222agy 337 271 Specht Specht NNP work_njzbswnor5hvngpfyf2j222agy 337 272 Technische Technische NNP work_njzbswnor5hvngpfyf2j222agy 337 273 Universitat Universitat NNP work_njzbswnor5hvngpfyf2j222agy 337 274 Cottbus Cottbus NNP work_njzbswnor5hvngpfyf2j222agy 337 275 , , , work_njzbswnor5hvngpfyf2j222agy 337 276 Germany Germany NNP work_njzbswnor5hvngpfyf2j222agy 337 277 Vladimir Vladimir NNP work_njzbswnor5hvngpfyf2j222agy 337 278 Milacic Milacic NNP work_njzbswnor5hvngpfyf2j222agy 337 279 University University NNP work_njzbswnor5hvngpfyf2j222agy 337 280 of of IN work_njzbswnor5hvngpfyf2j222agy 337 281 Belgrade Belgrade NNP work_njzbswnor5hvngpfyf2j222agy 337 282 , , , work_njzbswnor5hvngpfyf2j222agy 337 283 Yugoslavia Yugoslavia NNP work_njzbswnor5hvngpfyf2j222agy 337 284 Hans Hans NNP work_njzbswnor5hvngpfyf2j222agy 337 285 Bergkvist Bergkvist NNP work_njzbswnor5hvngpfyf2j222agy 337 286 ATTEXOR ATTEXOR NNP work_njzbswnor5hvngpfyf2j222agy 337 287 S. S. NNP work_njzbswnor5hvngpfyf2j222agy 337 288 A. A. NNP work_njzbswnor5hvngpfyf2j222agy 337 289 , , , work_njzbswnor5hvngpfyf2j222agy 337 290 Switzerland Switzerland NNP work_njzbswnor5hvngpfyf2j222agy 337 291 Laura Laura NNP work_njzbswnor5hvngpfyf2j222agy 337 292 C. C. NNP work_njzbswnor5hvngpfyf2j222agy 337 293 Davis Davis NNP work_njzbswnor5hvngpfyf2j222agy 337 294 U.S. U.S. NNP work_njzbswnor5hvngpfyf2j222agy 337 295 Navy Navy NNP work_njzbswnor5hvngpfyf2j222agy 337 296 Center Center NNP work_njzbswnor5hvngpfyf2j222agy 337 297 for for IN work_njzbswnor5hvngpfyf2j222agy 337 298 Applied Applied NNP work_njzbswnor5hvngpfyf2j222agy 337 299 Research Research NNP work_njzbswnor5hvngpfyf2j222agy 337 300 in in IN work_njzbswnor5hvngpfyf2j222agy 337 301 Artificial Artificial NNP work_njzbswnor5hvngpfyf2j222agy 337 302 Intelligence Intelligence NNP work_njzbswnor5hvngpfyf2j222agy 337 303 , , , work_njzbswnor5hvngpfyf2j222agy 337 304 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 337 305 Jerald Jerald NNP work_njzbswnor5hvngpfyf2j222agy 337 306 Feinstein Feinstein NNP work_njzbswnor5hvngpfyf2j222agy 337 307 MITRE MITRE NNP work_njzbswnor5hvngpfyf2j222agy 337 308 , , , work_njzbswnor5hvngpfyf2j222agy 337 309 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 337 310 Efraim Efraim NNP work_njzbswnor5hvngpfyf2j222agy 337 311 Turban Turban NNP work_njzbswnor5hvngpfyf2j222agy 337 312 University University NNP work_njzbswnor5hvngpfyf2j222agy 337 313 of of IN work_njzbswnor5hvngpfyf2j222agy 337 314 Hawaii Hawaii NNP work_njzbswnor5hvngpfyf2j222agy 337 315 , , , work_njzbswnor5hvngpfyf2j222agy 337 316 3435 3435 CD work_njzbswnor5hvngpfyf2j222agy 337 317 Kehala Kehala NNP work_njzbswnor5hvngpfyf2j222agy 337 318 Dr. Dr. NNP work_njzbswnor5hvngpfyf2j222agy 337 319 , , , work_njzbswnor5hvngpfyf2j222agy 337 320 Kiehi Kiehi NNP work_njzbswnor5hvngpfyf2j222agy 337 321 HI HI NNP work_njzbswnor5hvngpfyf2j222agy 337 322 96753 96753 CD work_njzbswnor5hvngpfyf2j222agy 337 323 , , , work_njzbswnor5hvngpfyf2j222agy 337 324 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 337 325 Bernt Bernt NNP work_njzbswnor5hvngpfyf2j222agy 337 326 Bremdal Bremdal NNP work_njzbswnor5hvngpfyf2j222agy 337 327 GeoKnowledge GeoKnowledge NNP work_njzbswnor5hvngpfyf2j222agy 337 328 , , , work_njzbswnor5hvngpfyf2j222agy 337 329 Norway Norway NNP work_njzbswnor5hvngpfyf2j222agy 337 330 Milton Milton NNP work_njzbswnor5hvngpfyf2j222agy 337 331 White White NNP work_njzbswnor5hvngpfyf2j222agy 337 332 Datanamics Datanamics NNPS work_njzbswnor5hvngpfyf2j222agy 337 333 Inc. Inc. NNP work_njzbswnor5hvngpfyf2j222agy 337 334 , , , work_njzbswnor5hvngpfyf2j222agy 337 335 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 337 336 Editorial Editorial NNP work_njzbswnor5hvngpfyf2j222agy 337 337 Office Office NNP work_njzbswnor5hvngpfyf2j222agy 337 338 : : : work_njzbswnor5hvngpfyf2j222agy 337 339 Jay Jay NNP work_njzbswnor5hvngpfyf2j222agy 337 340 Liebowitz Liebowitz NNP work_njzbswnor5hvngpfyf2j222agy 337 341 , , , work_njzbswnor5hvngpfyf2j222agy 337 342 966 966 CD work_njzbswnor5hvngpfyf2j222agy 337 343 Farm Farm NNP work_njzbswnor5hvngpfyf2j222agy 337 344 Haven Haven NNP work_njzbswnor5hvngpfyf2j222agy 337 345 Drive Drive NNP work_njzbswnor5hvngpfyf2j222agy 337 346 , , , work_njzbswnor5hvngpfyf2j222agy 337 347 Rockville Rockville NNP work_njzbswnor5hvngpfyf2j222agy 337 348 , , , work_njzbswnor5hvngpfyf2j222agy 337 349 Maryland Maryland NNP work_njzbswnor5hvngpfyf2j222agy 337 350 20852 20852 CD work_njzbswnor5hvngpfyf2j222agy 337 351 , , , work_njzbswnor5hvngpfyf2j222agy 337 352 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 337 353 . . . work_njzbswnor5hvngpfyf2j222agy 338 1 Tel./Fax Tel./Fax NNP work_njzbswnor5hvngpfyf2j222agy 338 2 : : : work_njzbswnor5hvngpfyf2j222agy 338 3 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 338 4 +1 +1 NFP work_njzbswnor5hvngpfyf2j222agy 338 5 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 338 6 301 301 CD work_njzbswnor5hvngpfyf2j222agy 338 7 - - HYPH work_njzbswnor5hvngpfyf2j222agy 338 8 770 770 CD work_njzbswnor5hvngpfyf2j222agy 338 9 - - HYPH work_njzbswnor5hvngpfyf2j222agy 338 10 2978 2978 CD work_njzbswnor5hvngpfyf2j222agy 338 11 ; ; : work_njzbswnor5hvngpfyf2j222agy 338 12 e e NN work_njzbswnor5hvngpfyf2j222agy 338 13 - - NN work_njzbswnor5hvngpfyf2j222agy 338 14 mail mail NN work_njzbswnor5hvngpfyf2j222agy 338 15 : : : work_njzbswnor5hvngpfyf2j222agy 338 16 jliebow1@jhu.edu jliebow1@jhu.edu NNS work_njzbswnor5hvngpfyf2j222agy 338 17 Author author NN work_njzbswnor5hvngpfyf2j222agy 338 18 enquiries enquiry NNS work_njzbswnor5hvngpfyf2j222agy 338 19 : : : work_njzbswnor5hvngpfyf2j222agy 338 20 For for IN work_njzbswnor5hvngpfyf2j222agy 338 21 enquiries enquiry NNS work_njzbswnor5hvngpfyf2j222agy 338 22 relating relate VBG work_njzbswnor5hvngpfyf2j222agy 338 23 to to IN work_njzbswnor5hvngpfyf2j222agy 338 24 the the DT work_njzbswnor5hvngpfyf2j222agy 338 25 submission submission NN work_njzbswnor5hvngpfyf2j222agy 338 26 of of IN work_njzbswnor5hvngpfyf2j222agy 338 27 articles article NNS work_njzbswnor5hvngpfyf2j222agy 338 28 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 338 29 including include VBG work_njzbswnor5hvngpfyf2j222agy 338 30 electronic electronic JJ work_njzbswnor5hvngpfyf2j222agy 338 31 submission submission NN work_njzbswnor5hvngpfyf2j222agy 338 32 where where WRB work_njzbswnor5hvngpfyf2j222agy 338 33 available available JJ work_njzbswnor5hvngpfyf2j222agy 338 34 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 338 35 please please UH work_njzbswnor5hvngpfyf2j222agy 338 36 visit visit VB work_njzbswnor5hvngpfyf2j222agy 338 37 this this DT work_njzbswnor5hvngpfyf2j222agy 338 38 journal journal NN work_njzbswnor5hvngpfyf2j222agy 338 39 ’s ’s POS work_njzbswnor5hvngpfyf2j222agy 338 40 homepage homepage NN work_njzbswnor5hvngpfyf2j222agy 338 41 at at IN work_njzbswnor5hvngpfyf2j222agy 338 42 http://www.elsevier.com/ http://www.elsevier.com/ NNP work_njzbswnor5hvngpfyf2j222agy 338 43 locate locate NNP work_njzbswnor5hvngpfyf2j222agy 338 44 / / SYM work_njzbswnor5hvngpfyf2j222agy 338 45 eswa eswa NNP work_njzbswnor5hvngpfyf2j222agy 338 46 . . . work_njzbswnor5hvngpfyf2j222agy 339 1 You -PRON- PRP work_njzbswnor5hvngpfyf2j222agy 339 2 can can MD work_njzbswnor5hvngpfyf2j222agy 339 3 track track VB work_njzbswnor5hvngpfyf2j222agy 339 4 accepted accept VBN work_njzbswnor5hvngpfyf2j222agy 339 5 articles article NNS work_njzbswnor5hvngpfyf2j222agy 339 6 at at IN work_njzbswnor5hvngpfyf2j222agy 339 7 http://www.elsevier.com/trackarticle http://www.elsevier.com/trackarticle ADD work_njzbswnor5hvngpfyf2j222agy 339 8 and and CC work_njzbswnor5hvngpfyf2j222agy 339 9 set set VBN work_njzbswnor5hvngpfyf2j222agy 339 10 up up RP work_njzbswnor5hvngpfyf2j222agy 339 11 e e NN work_njzbswnor5hvngpfyf2j222agy 339 12 - - NN work_njzbswnor5hvngpfyf2j222agy 339 13 mail mail NN work_njzbswnor5hvngpfyf2j222agy 339 14 alerts alert NNS work_njzbswnor5hvngpfyf2j222agy 339 15 to to TO work_njzbswnor5hvngpfyf2j222agy 339 16 inform inform VB work_njzbswnor5hvngpfyf2j222agy 339 17 you -PRON- PRP work_njzbswnor5hvngpfyf2j222agy 339 18 of of IN work_njzbswnor5hvngpfyf2j222agy 339 19 when when WRB work_njzbswnor5hvngpfyf2j222agy 339 20 an an DT work_njzbswnor5hvngpfyf2j222agy 339 21 article article NN work_njzbswnor5hvngpfyf2j222agy 339 22 ’s ’s POS work_njzbswnor5hvngpfyf2j222agy 339 23 status status NN work_njzbswnor5hvngpfyf2j222agy 339 24 has have VBZ work_njzbswnor5hvngpfyf2j222agy 339 25 changed change VBN work_njzbswnor5hvngpfyf2j222agy 339 26 . . . work_njzbswnor5hvngpfyf2j222agy 340 1 Also also RB work_njzbswnor5hvngpfyf2j222agy 340 2 accessible accessible JJ work_njzbswnor5hvngpfyf2j222agy 340 3 from from IN work_njzbswnor5hvngpfyf2j222agy 340 4 here here RB work_njzbswnor5hvngpfyf2j222agy 340 5 is be VBZ work_njzbswnor5hvngpfyf2j222agy 340 6 information information NN work_njzbswnor5hvngpfyf2j222agy 340 7 on on IN work_njzbswnor5hvngpfyf2j222agy 340 8 copyright copyright NN work_njzbswnor5hvngpfyf2j222agy 340 9 , , , work_njzbswnor5hvngpfyf2j222agy 340 10 frequently frequently RB work_njzbswnor5hvngpfyf2j222agy 340 11 asked ask VBD work_njzbswnor5hvngpfyf2j222agy 340 12 questions question NNS work_njzbswnor5hvngpfyf2j222agy 340 13 and and CC work_njzbswnor5hvngpfyf2j222agy 340 14 more more JJR work_njzbswnor5hvngpfyf2j222agy 340 15 . . . work_njzbswnor5hvngpfyf2j222agy 341 1 Contact contact NN work_njzbswnor5hvngpfyf2j222agy 341 2 details detail NNS work_njzbswnor5hvngpfyf2j222agy 341 3 for for IN work_njzbswnor5hvngpfyf2j222agy 341 4 questions question NNS work_njzbswnor5hvngpfyf2j222agy 341 5 arising arise VBG work_njzbswnor5hvngpfyf2j222agy 341 6 after after IN work_njzbswnor5hvngpfyf2j222agy 341 7 acceptance acceptance NN work_njzbswnor5hvngpfyf2j222agy 341 8 of of IN work_njzbswnor5hvngpfyf2j222agy 341 9 an an DT work_njzbswnor5hvngpfyf2j222agy 341 10 article article NN work_njzbswnor5hvngpfyf2j222agy 341 11 , , , work_njzbswnor5hvngpfyf2j222agy 341 12 especially especially RB work_njzbswnor5hvngpfyf2j222agy 341 13 those those DT work_njzbswnor5hvngpfyf2j222agy 341 14 relating relate VBG work_njzbswnor5hvngpfyf2j222agy 341 15 to to IN work_njzbswnor5hvngpfyf2j222agy 341 16 proofs proofs NNP work_njzbswnor5hvngpfyf2j222agy 341 17 , , , work_njzbswnor5hvngpfyf2j222agy 341 18 are be VBP work_njzbswnor5hvngpfyf2j222agy 341 19 provided provide VBN work_njzbswnor5hvngpfyf2j222agy 341 20 after after IN work_njzbswnor5hvngpfyf2j222agy 341 21 registration registration NN work_njzbswnor5hvngpfyf2j222agy 341 22 of of IN work_njzbswnor5hvngpfyf2j222agy 341 23 an an DT work_njzbswnor5hvngpfyf2j222agy 341 24 article article NN work_njzbswnor5hvngpfyf2j222agy 341 25 for for IN work_njzbswnor5hvngpfyf2j222agy 341 26 publication publication NN work_njzbswnor5hvngpfyf2j222agy 341 27 . . . work_njzbswnor5hvngpfyf2j222agy 342 1 Publication publication NN work_njzbswnor5hvngpfyf2j222agy 342 2 information information NN work_njzbswnor5hvngpfyf2j222agy 342 3 : : : work_njzbswnor5hvngpfyf2j222agy 342 4 Expert expert NN work_njzbswnor5hvngpfyf2j222agy 342 5 Systems system NNS work_njzbswnor5hvngpfyf2j222agy 342 6 with with IN work_njzbswnor5hvngpfyf2j222agy 342 7 Applications Applications NNPS work_njzbswnor5hvngpfyf2j222agy 342 8 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 342 9 ISSN ISSN NNP work_njzbswnor5hvngpfyf2j222agy 342 10 0957 0957 CD work_njzbswnor5hvngpfyf2j222agy 342 11 - - SYM work_njzbswnor5hvngpfyf2j222agy 342 12 4174 4174 CD work_njzbswnor5hvngpfyf2j222agy 342 13 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 342 14 . . . work_njzbswnor5hvngpfyf2j222agy 343 1 For for IN work_njzbswnor5hvngpfyf2j222agy 343 2 2009 2009 CD work_njzbswnor5hvngpfyf2j222agy 343 3 , , , work_njzbswnor5hvngpfyf2j222agy 343 4 volumes volumes NNP work_njzbswnor5hvngpfyf2j222agy 343 5 36 36 CD work_njzbswnor5hvngpfyf2j222agy 343 6 , , , work_njzbswnor5hvngpfyf2j222agy 343 7 37 37 CD work_njzbswnor5hvngpfyf2j222agy 343 8 are be VBP work_njzbswnor5hvngpfyf2j222agy 343 9 scheduled schedule VBN work_njzbswnor5hvngpfyf2j222agy 343 10 for for IN work_njzbswnor5hvngpfyf2j222agy 343 11 publication publication NN work_njzbswnor5hvngpfyf2j222agy 343 12 . . . work_njzbswnor5hvngpfyf2j222agy 344 1 Subscription subscription NN work_njzbswnor5hvngpfyf2j222agy 344 2 prices price NNS work_njzbswnor5hvngpfyf2j222agy 344 3 are be VBP work_njzbswnor5hvngpfyf2j222agy 344 4 available available JJ work_njzbswnor5hvngpfyf2j222agy 344 5 upon upon IN work_njzbswnor5hvngpfyf2j222agy 344 6 request request NN work_njzbswnor5hvngpfyf2j222agy 344 7 from from IN work_njzbswnor5hvngpfyf2j222agy 344 8 the the DT work_njzbswnor5hvngpfyf2j222agy 344 9 Publisher publisher NN work_njzbswnor5hvngpfyf2j222agy 344 10 or or CC work_njzbswnor5hvngpfyf2j222agy 344 11 from from IN work_njzbswnor5hvngpfyf2j222agy 344 12 the the DT work_njzbswnor5hvngpfyf2j222agy 344 13 Regional Regional NNP work_njzbswnor5hvngpfyf2j222agy 344 14 Sales Sales NNPS work_njzbswnor5hvngpfyf2j222agy 344 15 Office Office NNP work_njzbswnor5hvngpfyf2j222agy 344 16 nearest near JJS work_njzbswnor5hvngpfyf2j222agy 344 17 you -PRON- PRP work_njzbswnor5hvngpfyf2j222agy 344 18 or or CC work_njzbswnor5hvngpfyf2j222agy 344 19 from from IN work_njzbswnor5hvngpfyf2j222agy 344 20 this this DT work_njzbswnor5hvngpfyf2j222agy 344 21 journal journal NN work_njzbswnor5hvngpfyf2j222agy 344 22 ’s ’s POS work_njzbswnor5hvngpfyf2j222agy 344 23 website website NN work_njzbswnor5hvngpfyf2j222agy 344 24 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 344 25 http://www.elsevier.com/locate/eswa http://www.elsevier.com/locate/eswa NNP work_njzbswnor5hvngpfyf2j222agy 344 26 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 344 27 . . . work_njzbswnor5hvngpfyf2j222agy 345 1 Further further JJ work_njzbswnor5hvngpfyf2j222agy 345 2 information information NN work_njzbswnor5hvngpfyf2j222agy 345 3 is be VBZ work_njzbswnor5hvngpfyf2j222agy 345 4 available available JJ work_njzbswnor5hvngpfyf2j222agy 345 5 on on IN work_njzbswnor5hvngpfyf2j222agy 345 6 this this DT work_njzbswnor5hvngpfyf2j222agy 345 7 journal journal NN work_njzbswnor5hvngpfyf2j222agy 345 8 and and CC work_njzbswnor5hvngpfyf2j222agy 345 9 other other JJ work_njzbswnor5hvngpfyf2j222agy 345 10 Elsevier Elsevier NNP work_njzbswnor5hvngpfyf2j222agy 345 11 products product NNS work_njzbswnor5hvngpfyf2j222agy 345 12 through through IN work_njzbswnor5hvngpfyf2j222agy 345 13 Elsevier Elsevier NNP work_njzbswnor5hvngpfyf2j222agy 345 14 ’s ’s POS work_njzbswnor5hvngpfyf2j222agy 345 15 website website NN work_njzbswnor5hvngpfyf2j222agy 345 16 : : : work_njzbswnor5hvngpfyf2j222agy 345 17 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 345 18 http://www.elsevier.com http://www.elsevier.com ADD work_njzbswnor5hvngpfyf2j222agy 345 19 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 345 20 . . . work_njzbswnor5hvngpfyf2j222agy 346 1 Subscriptions subscription NNS work_njzbswnor5hvngpfyf2j222agy 346 2 are be VBP work_njzbswnor5hvngpfyf2j222agy 346 3 accepted accept VBN work_njzbswnor5hvngpfyf2j222agy 346 4 on on IN work_njzbswnor5hvngpfyf2j222agy 346 5 a a DT work_njzbswnor5hvngpfyf2j222agy 346 6 prepaid prepaid JJ work_njzbswnor5hvngpfyf2j222agy 346 7 basis basis NN work_njzbswnor5hvngpfyf2j222agy 346 8 only only RB work_njzbswnor5hvngpfyf2j222agy 346 9 and and CC work_njzbswnor5hvngpfyf2j222agy 346 10 are be VBP work_njzbswnor5hvngpfyf2j222agy 346 11 entered enter VBN work_njzbswnor5hvngpfyf2j222agy 346 12 on on IN work_njzbswnor5hvngpfyf2j222agy 346 13 a a DT work_njzbswnor5hvngpfyf2j222agy 346 14 calendar calendar NN work_njzbswnor5hvngpfyf2j222agy 346 15 year year NN work_njzbswnor5hvngpfyf2j222agy 346 16 basis basis NN work_njzbswnor5hvngpfyf2j222agy 346 17 . . . work_njzbswnor5hvngpfyf2j222agy 347 1 Issues issue NNS work_njzbswnor5hvngpfyf2j222agy 347 2 are be VBP work_njzbswnor5hvngpfyf2j222agy 347 3 sent send VBN work_njzbswnor5hvngpfyf2j222agy 347 4 by by IN work_njzbswnor5hvngpfyf2j222agy 347 5 standard standard JJ work_njzbswnor5hvngpfyf2j222agy 347 6 mail mail NN work_njzbswnor5hvngpfyf2j222agy 347 7 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 347 8 surface surface NN work_njzbswnor5hvngpfyf2j222agy 347 9 within within IN work_njzbswnor5hvngpfyf2j222agy 347 10 Europe Europe NNP work_njzbswnor5hvngpfyf2j222agy 347 11 , , , work_njzbswnor5hvngpfyf2j222agy 347 12 air air NN work_njzbswnor5hvngpfyf2j222agy 347 13 delivery delivery NN work_njzbswnor5hvngpfyf2j222agy 347 14 outside outside IN work_njzbswnor5hvngpfyf2j222agy 347 15 Europe Europe NNP work_njzbswnor5hvngpfyf2j222agy 347 16 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 347 17 . . . work_njzbswnor5hvngpfyf2j222agy 348 1 Priority priority NN work_njzbswnor5hvngpfyf2j222agy 348 2 rates rate NNS work_njzbswnor5hvngpfyf2j222agy 348 3 are be VBP work_njzbswnor5hvngpfyf2j222agy 348 4 available available JJ work_njzbswnor5hvngpfyf2j222agy 348 5 upon upon IN work_njzbswnor5hvngpfyf2j222agy 348 6 request request NN work_njzbswnor5hvngpfyf2j222agy 348 7 . . . work_njzbswnor5hvngpfyf2j222agy 349 1 Claims claim NNS work_njzbswnor5hvngpfyf2j222agy 349 2 for for IN work_njzbswnor5hvngpfyf2j222agy 349 3 missing miss VBG work_njzbswnor5hvngpfyf2j222agy 349 4 issues issue NNS work_njzbswnor5hvngpfyf2j222agy 349 5 should should MD work_njzbswnor5hvngpfyf2j222agy 349 6 be be VB work_njzbswnor5hvngpfyf2j222agy 349 7 made make VBN work_njzbswnor5hvngpfyf2j222agy 349 8 within within IN work_njzbswnor5hvngpfyf2j222agy 349 9 six six CD work_njzbswnor5hvngpfyf2j222agy 349 10 months month NNS work_njzbswnor5hvngpfyf2j222agy 349 11 of of IN work_njzbswnor5hvngpfyf2j222agy 349 12 the the DT work_njzbswnor5hvngpfyf2j222agy 349 13 date date NN work_njzbswnor5hvngpfyf2j222agy 349 14 of of IN work_njzbswnor5hvngpfyf2j222agy 349 15 dispatch dispatch NN work_njzbswnor5hvngpfyf2j222agy 349 16 . . . work_njzbswnor5hvngpfyf2j222agy 350 1 Advertising advertising NN work_njzbswnor5hvngpfyf2j222agy 350 2 information information NN work_njzbswnor5hvngpfyf2j222agy 350 3 : : : work_njzbswnor5hvngpfyf2j222agy 350 4 Advertising advertising NN work_njzbswnor5hvngpfyf2j222agy 350 5 orders order NNS work_njzbswnor5hvngpfyf2j222agy 350 6 and and CC work_njzbswnor5hvngpfyf2j222agy 350 7 enquiries enquiry NNS work_njzbswnor5hvngpfyf2j222agy 350 8 can can MD work_njzbswnor5hvngpfyf2j222agy 350 9 be be VB work_njzbswnor5hvngpfyf2j222agy 350 10 sent send VBN work_njzbswnor5hvngpfyf2j222agy 350 11 to to IN work_njzbswnor5hvngpfyf2j222agy 350 12 : : : work_njzbswnor5hvngpfyf2j222agy 350 13 James James NNP work_njzbswnor5hvngpfyf2j222agy 350 14 Kenney Kenney NNP work_njzbswnor5hvngpfyf2j222agy 350 15 , , , work_njzbswnor5hvngpfyf2j222agy 350 16 Elsevier Elsevier NNP work_njzbswnor5hvngpfyf2j222agy 350 17 Ltd. Ltd. NNP work_njzbswnor5hvngpfyf2j222agy 350 18 , , , work_njzbswnor5hvngpfyf2j222agy 350 19 32 32 CD work_njzbswnor5hvngpfyf2j222agy 350 20 Jamestown Jamestown NNP work_njzbswnor5hvngpfyf2j222agy 350 21 Road Road NNP work_njzbswnor5hvngpfyf2j222agy 350 22 , , , work_njzbswnor5hvngpfyf2j222agy 350 23 London London NNP work_njzbswnor5hvngpfyf2j222agy 350 24 NW1 NW1 NNP work_njzbswnor5hvngpfyf2j222agy 350 25 7BY 7BY NNP work_njzbswnor5hvngpfyf2j222agy 350 26 , , , work_njzbswnor5hvngpfyf2j222agy 350 27 UK UK NNP work_njzbswnor5hvngpfyf2j222agy 350 28 ; ; : work_njzbswnor5hvngpfyf2j222agy 350 29 phone phone NN work_njzbswnor5hvngpfyf2j222agy 350 30 : : : work_njzbswnor5hvngpfyf2j222agy 350 31 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 350 32 +44 +44 NNP work_njzbswnor5hvngpfyf2j222agy 350 33 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 350 34 207 207 CD work_njzbswnor5hvngpfyf2j222agy 350 35 424 424 CD work_njzbswnor5hvngpfyf2j222agy 350 36 4216 4216 CD work_njzbswnor5hvngpfyf2j222agy 350 37 ; ; : work_njzbswnor5hvngpfyf2j222agy 350 38 fax fax NN work_njzbswnor5hvngpfyf2j222agy 350 39 : : : work_njzbswnor5hvngpfyf2j222agy 350 40 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 350 41 +44 +44 NNP work_njzbswnor5hvngpfyf2j222agy 350 42 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 350 43 1865 1865 CD work_njzbswnor5hvngpfyf2j222agy 350 44 853 853 CD work_njzbswnor5hvngpfyf2j222agy 350 45 136 136 CD work_njzbswnor5hvngpfyf2j222agy 350 46 ; ; : work_njzbswnor5hvngpfyf2j222agy 350 47 e e NN work_njzbswnor5hvngpfyf2j222agy 350 48 - - NN work_njzbswnor5hvngpfyf2j222agy 350 49 mail mail NN work_njzbswnor5hvngpfyf2j222agy 350 50 : : : work_njzbswnor5hvngpfyf2j222agy 350 51 j.kenney@elsevier.com j.kenney@elsevier.com ADD work_njzbswnor5hvngpfyf2j222agy 350 52 . . . work_njzbswnor5hvngpfyf2j222agy 351 1 Customers customer NNS work_njzbswnor5hvngpfyf2j222agy 351 2 in in IN work_njzbswnor5hvngpfyf2j222agy 351 3 the the DT work_njzbswnor5hvngpfyf2j222agy 351 4 US US NNP work_njzbswnor5hvngpfyf2j222agy 351 5 and and CC work_njzbswnor5hvngpfyf2j222agy 351 6 Canada Canada NNP work_njzbswnor5hvngpfyf2j222agy 351 7 can can MD work_njzbswnor5hvngpfyf2j222agy 351 8 also also RB work_njzbswnor5hvngpfyf2j222agy 351 9 contact contact VB work_njzbswnor5hvngpfyf2j222agy 351 10 : : : work_njzbswnor5hvngpfyf2j222agy 351 11 Mr Mr NNP work_njzbswnor5hvngpfyf2j222agy 351 12 Tino Tino NNP work_njzbswnor5hvngpfyf2j222agy 351 13 DeCarlo DeCarlo NNP work_njzbswnor5hvngpfyf2j222agy 351 14 , , , work_njzbswnor5hvngpfyf2j222agy 351 15 Advertising Advertising NNP work_njzbswnor5hvngpfyf2j222agy 351 16 Department Department NNP work_njzbswnor5hvngpfyf2j222agy 351 17 , , , work_njzbswnor5hvngpfyf2j222agy 351 18 Elsevier Elsevier NNP work_njzbswnor5hvngpfyf2j222agy 351 19 Inc. Inc. NNP work_njzbswnor5hvngpfyf2j222agy 351 20 , , , work_njzbswnor5hvngpfyf2j222agy 351 21 360 360 CD work_njzbswnor5hvngpfyf2j222agy 351 22 Park Park NNP work_njzbswnor5hvngpfyf2j222agy 351 23 Avenue Avenue NNP work_njzbswnor5hvngpfyf2j222agy 351 24 South South NNP work_njzbswnor5hvngpfyf2j222agy 351 25 , , , work_njzbswnor5hvngpfyf2j222agy 351 26 New New NNP work_njzbswnor5hvngpfyf2j222agy 351 27 York York NNP work_njzbswnor5hvngpfyf2j222agy 351 28 , , , work_njzbswnor5hvngpfyf2j222agy 351 29 NY NY NNP work_njzbswnor5hvngpfyf2j222agy 351 30 10010 10010 CD work_njzbswnor5hvngpfyf2j222agy 351 31 - - SYM work_njzbswnor5hvngpfyf2j222agy 351 32 1710 1710 CD work_njzbswnor5hvngpfyf2j222agy 351 33 , , , work_njzbswnor5hvngpfyf2j222agy 351 34 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 351 35 ; ; : work_njzbswnor5hvngpfyf2j222agy 351 36 phone phone NN work_njzbswnor5hvngpfyf2j222agy 351 37 : : : work_njzbswnor5hvngpfyf2j222agy 351 38 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 351 39 +1 +1 NFP work_njzbswnor5hvngpfyf2j222agy 351 40 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 351 41 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 351 42 212 212 CD work_njzbswnor5hvngpfyf2j222agy 351 43 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 351 44 633 633 CD work_njzbswnor5hvngpfyf2j222agy 351 45 3815 3815 CD work_njzbswnor5hvngpfyf2j222agy 351 46 ; ; : work_njzbswnor5hvngpfyf2j222agy 351 47 fax fax NN work_njzbswnor5hvngpfyf2j222agy 351 48 : : : work_njzbswnor5hvngpfyf2j222agy 351 49 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 351 50 +1 +1 NFP work_njzbswnor5hvngpfyf2j222agy 351 51 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 351 52 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 351 53 212 212 CD work_njzbswnor5hvngpfyf2j222agy 351 54 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 351 55 633 633 CD work_njzbswnor5hvngpfyf2j222agy 351 56 3820 3820 CD work_njzbswnor5hvngpfyf2j222agy 351 57 ; ; : work_njzbswnor5hvngpfyf2j222agy 351 58 e e NN work_njzbswnor5hvngpfyf2j222agy 351 59 - - NN work_njzbswnor5hvngpfyf2j222agy 351 60 mail mail NN work_njzbswnor5hvngpfyf2j222agy 351 61 : : : work_njzbswnor5hvngpfyf2j222agy 351 62 t.decarlo@elsevier.com t.decarlo@elsevier.com ADD work_njzbswnor5hvngpfyf2j222agy 351 63 . . . work_njzbswnor5hvngpfyf2j222agy 352 1 Orders order NNS work_njzbswnor5hvngpfyf2j222agy 352 2 , , , work_njzbswnor5hvngpfyf2j222agy 352 3 claims claim NNS work_njzbswnor5hvngpfyf2j222agy 352 4 , , , work_njzbswnor5hvngpfyf2j222agy 352 5 and and CC work_njzbswnor5hvngpfyf2j222agy 352 6 journal journal NNP work_njzbswnor5hvngpfyf2j222agy 352 7 enquiries enquiry NNS work_njzbswnor5hvngpfyf2j222agy 352 8 : : : work_njzbswnor5hvngpfyf2j222agy 352 9 please please UH work_njzbswnor5hvngpfyf2j222agy 352 10 contact contact VB work_njzbswnor5hvngpfyf2j222agy 352 11 the the DT work_njzbswnor5hvngpfyf2j222agy 352 12 Regional Regional NNP work_njzbswnor5hvngpfyf2j222agy 352 13 Sales Sales NNPS work_njzbswnor5hvngpfyf2j222agy 352 14 Office Office NNP work_njzbswnor5hvngpfyf2j222agy 352 15 nearest nearest NN work_njzbswnor5hvngpfyf2j222agy 352 16 you -PRON- PRP work_njzbswnor5hvngpfyf2j222agy 352 17 : : : work_njzbswnor5hvngpfyf2j222agy 352 18 St. St. NNP work_njzbswnor5hvngpfyf2j222agy 352 19 Louis Louis NNP work_njzbswnor5hvngpfyf2j222agy 352 20 : : : work_njzbswnor5hvngpfyf2j222agy 352 21 Elsevier Elsevier NNP work_njzbswnor5hvngpfyf2j222agy 352 22 , , , work_njzbswnor5hvngpfyf2j222agy 352 23 Customer Customer NNP work_njzbswnor5hvngpfyf2j222agy 352 24 Service Service NNP work_njzbswnor5hvngpfyf2j222agy 352 25 Department Department NNP work_njzbswnor5hvngpfyf2j222agy 352 26 , , , work_njzbswnor5hvngpfyf2j222agy 352 27 11830 11830 CD work_njzbswnor5hvngpfyf2j222agy 352 28 Westline Westline NNP work_njzbswnor5hvngpfyf2j222agy 352 29 Industrial Industrial NNP work_njzbswnor5hvngpfyf2j222agy 352 30 Drive Drive NNP work_njzbswnor5hvngpfyf2j222agy 352 31 , , , work_njzbswnor5hvngpfyf2j222agy 352 32 St. St. NNP work_njzbswnor5hvngpfyf2j222agy 352 33 Louis Louis NNP work_njzbswnor5hvngpfyf2j222agy 352 34 , , , work_njzbswnor5hvngpfyf2j222agy 352 35 MO MO NNP work_njzbswnor5hvngpfyf2j222agy 352 36 63146 63146 CD work_njzbswnor5hvngpfyf2j222agy 352 37 , , , work_njzbswnor5hvngpfyf2j222agy 352 38 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 352 39 ; ; : work_njzbswnor5hvngpfyf2j222agy 352 40 phone phone NN work_njzbswnor5hvngpfyf2j222agy 352 41 : : : work_njzbswnor5hvngpfyf2j222agy 352 42 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 352 43 877 877 CD work_njzbswnor5hvngpfyf2j222agy 352 44 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 352 45 8397126 8397126 CD work_njzbswnor5hvngpfyf2j222agy 352 46 [ [ -LRB- work_njzbswnor5hvngpfyf2j222agy 352 47 toll toll NN work_njzbswnor5hvngpfyf2j222agy 352 48 free free JJ work_njzbswnor5hvngpfyf2j222agy 352 49 within within IN work_njzbswnor5hvngpfyf2j222agy 352 50 the the DT work_njzbswnor5hvngpfyf2j222agy 352 51 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 352 52 ] ] -RRB- work_njzbswnor5hvngpfyf2j222agy 352 53 ; ; : work_njzbswnor5hvngpfyf2j222agy 352 54 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 352 55 +1 +1 NFP work_njzbswnor5hvngpfyf2j222agy 352 56 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 352 57 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 352 58 314 314 CD work_njzbswnor5hvngpfyf2j222agy 352 59 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 352 60 4537076 4537076 CD work_njzbswnor5hvngpfyf2j222agy 352 61 [ [ -LRB- work_njzbswnor5hvngpfyf2j222agy 352 62 outside outside IN work_njzbswnor5hvngpfyf2j222agy 352 63 the the DT work_njzbswnor5hvngpfyf2j222agy 352 64 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 352 65 ] ] -RRB- work_njzbswnor5hvngpfyf2j222agy 352 66 ; ; : work_njzbswnor5hvngpfyf2j222agy 352 67 fax fax NN work_njzbswnor5hvngpfyf2j222agy 352 68 : : : work_njzbswnor5hvngpfyf2j222agy 352 69 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 352 70 +1 +1 NFP work_njzbswnor5hvngpfyf2j222agy 352 71 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 352 72 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 352 73 314 314 CD work_njzbswnor5hvngpfyf2j222agy 352 74 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 352 75 5235153 5235153 CD work_njzbswnor5hvngpfyf2j222agy 352 76 ; ; : work_njzbswnor5hvngpfyf2j222agy 352 77 e e NN work_njzbswnor5hvngpfyf2j222agy 352 78 - - NN work_njzbswnor5hvngpfyf2j222agy 352 79 mail mail NN work_njzbswnor5hvngpfyf2j222agy 352 80 : : : work_njzbswnor5hvngpfyf2j222agy 352 81 JournalCustomerService-usa@elsevier.com journalcustomerservice-usa@elsevier.com ADD work_njzbswnor5hvngpfyf2j222agy 352 82 Amsterdam Amsterdam NNP work_njzbswnor5hvngpfyf2j222agy 352 83 : : : work_njzbswnor5hvngpfyf2j222agy 352 84 Elsevier Elsevier NNP work_njzbswnor5hvngpfyf2j222agy 352 85 , , , work_njzbswnor5hvngpfyf2j222agy 352 86 Customer Customer NNP work_njzbswnor5hvngpfyf2j222agy 352 87 Service Service NNP work_njzbswnor5hvngpfyf2j222agy 352 88 Department Department NNP work_njzbswnor5hvngpfyf2j222agy 352 89 , , , work_njzbswnor5hvngpfyf2j222agy 352 90 PO PO NNP work_njzbswnor5hvngpfyf2j222agy 352 91 Box Box NNP work_njzbswnor5hvngpfyf2j222agy 352 92 211 211 CD work_njzbswnor5hvngpfyf2j222agy 352 93 , , , work_njzbswnor5hvngpfyf2j222agy 352 94 1000 1000 CD work_njzbswnor5hvngpfyf2j222agy 352 95 AE AE NNP work_njzbswnor5hvngpfyf2j222agy 352 96 Amsterdam Amsterdam NNP work_njzbswnor5hvngpfyf2j222agy 352 97 , , , work_njzbswnor5hvngpfyf2j222agy 352 98 The the DT work_njzbswnor5hvngpfyf2j222agy 352 99 Netherlands Netherlands NNP work_njzbswnor5hvngpfyf2j222agy 352 100 ; ; : work_njzbswnor5hvngpfyf2j222agy 352 101 phone phone NN work_njzbswnor5hvngpfyf2j222agy 352 102 : : : work_njzbswnor5hvngpfyf2j222agy 352 103 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 352 104 +31 +31 NN work_njzbswnor5hvngpfyf2j222agy 352 105 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 352 106 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 352 107 20 20 CD work_njzbswnor5hvngpfyf2j222agy 352 108 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 352 109 4853757 4853757 CD work_njzbswnor5hvngpfyf2j222agy 352 110 ; ; : work_njzbswnor5hvngpfyf2j222agy 352 111 fax fax NN work_njzbswnor5hvngpfyf2j222agy 352 112 : : : work_njzbswnor5hvngpfyf2j222agy 352 113 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 352 114 +31 +31 NN work_njzbswnor5hvngpfyf2j222agy 352 115 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 352 116 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 352 117 20 20 CD work_njzbswnor5hvngpfyf2j222agy 352 118 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 352 119 4853432 4853432 CD work_njzbswnor5hvngpfyf2j222agy 352 120 ; ; : work_njzbswnor5hvngpfyf2j222agy 352 121 e e NN work_njzbswnor5hvngpfyf2j222agy 352 122 - - NN work_njzbswnor5hvngpfyf2j222agy 352 123 mail mail NN work_njzbswnor5hvngpfyf2j222agy 352 124 : : : work_njzbswnor5hvngpfyf2j222agy 352 125 JournalsCustomer- journalscustomer- NN work_njzbswnor5hvngpfyf2j222agy 352 126 ServiceEMEA@elsevier.com ServiceEMEA@elsevier.com NNP work_njzbswnor5hvngpfyf2j222agy 352 127 Tokyo Tokyo NNP work_njzbswnor5hvngpfyf2j222agy 352 128 : : : work_njzbswnor5hvngpfyf2j222agy 352 129 Elsevier Elsevier NNP work_njzbswnor5hvngpfyf2j222agy 352 130 , , , work_njzbswnor5hvngpfyf2j222agy 352 131 Customer Customer NNP work_njzbswnor5hvngpfyf2j222agy 352 132 Service Service NNP work_njzbswnor5hvngpfyf2j222agy 352 133 Department Department NNP work_njzbswnor5hvngpfyf2j222agy 352 134 , , , work_njzbswnor5hvngpfyf2j222agy 352 135 4F 4F NNP work_njzbswnor5hvngpfyf2j222agy 352 136 Higashi Higashi NNP work_njzbswnor5hvngpfyf2j222agy 352 137 - - HYPH work_njzbswnor5hvngpfyf2j222agy 352 138 Azabu Azabu NNP work_njzbswnor5hvngpfyf2j222agy 352 139 , , , work_njzbswnor5hvngpfyf2j222agy 352 140 1-Chome 1-chome CD work_njzbswnor5hvngpfyf2j222agy 352 141 Bldg Bldg NNS work_njzbswnor5hvngpfyf2j222agy 352 142 , , , work_njzbswnor5hvngpfyf2j222agy 352 143 1 1 CD work_njzbswnor5hvngpfyf2j222agy 352 144 - - SYM work_njzbswnor5hvngpfyf2j222agy 352 145 9 9 CD work_njzbswnor5hvngpfyf2j222agy 352 146 - - HYPH work_njzbswnor5hvngpfyf2j222agy 352 147 15 15 CD work_njzbswnor5hvngpfyf2j222agy 352 148 Higashi Higashi NNP work_njzbswnor5hvngpfyf2j222agy 352 149 - - HYPH work_njzbswnor5hvngpfyf2j222agy 352 150 Azabu Azabu NNP work_njzbswnor5hvngpfyf2j222agy 352 151 , , , work_njzbswnor5hvngpfyf2j222agy 352 152 Minato Minato NNP work_njzbswnor5hvngpfyf2j222agy 352 153 - - HYPH work_njzbswnor5hvngpfyf2j222agy 352 154 ku ku NNP work_njzbswnor5hvngpfyf2j222agy 352 155 , , , work_njzbswnor5hvngpfyf2j222agy 352 156 Tokyo Tokyo NNP work_njzbswnor5hvngpfyf2j222agy 352 157 106 106 CD work_njzbswnor5hvngpfyf2j222agy 352 158 - - HYPH work_njzbswnor5hvngpfyf2j222agy 352 159 0044 0044 CD work_njzbswnor5hvngpfyf2j222agy 352 160 , , , work_njzbswnor5hvngpfyf2j222agy 352 161 Japan Japan NNP work_njzbswnor5hvngpfyf2j222agy 352 162 ; ; : work_njzbswnor5hvngpfyf2j222agy 352 163 phone phone NN work_njzbswnor5hvngpfyf2j222agy 352 164 : : : work_njzbswnor5hvngpfyf2j222agy 352 165 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 352 166 +81 +81 NN work_njzbswnor5hvngpfyf2j222agy 352 167 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 352 168 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 352 169 3 3 CD work_njzbswnor5hvngpfyf2j222agy 352 170 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 352 171 5561 5561 CD work_njzbswnor5hvngpfyf2j222agy 352 172 5037 5037 CD work_njzbswnor5hvngpfyf2j222agy 352 173 ; ; : work_njzbswnor5hvngpfyf2j222agy 352 174 fax fax NN work_njzbswnor5hvngpfyf2j222agy 352 175 : : : work_njzbswnor5hvngpfyf2j222agy 352 176 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 352 177 +81 +81 NN work_njzbswnor5hvngpfyf2j222agy 352 178 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 352 179 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 352 180 3 3 CD work_njzbswnor5hvngpfyf2j222agy 352 181 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 352 182 5561 5561 CD work_njzbswnor5hvngpfyf2j222agy 352 183 5047 5047 CD work_njzbswnor5hvngpfyf2j222agy 352 184 ; ; : work_njzbswnor5hvngpfyf2j222agy 352 185 e e NN work_njzbswnor5hvngpfyf2j222agy 352 186 - - NN work_njzbswnor5hvngpfyf2j222agy 352 187 mail mail NN work_njzbswnor5hvngpfyf2j222agy 352 188 : : : work_njzbswnor5hvngpfyf2j222agy 352 189 JournalsCustomerServiceJapan@elsevier.com journalscustomerservicejapan@elsevier.com ADD work_njzbswnor5hvngpfyf2j222agy 352 190 Singapore Singapore NNP work_njzbswnor5hvngpfyf2j222agy 352 191 : : : work_njzbswnor5hvngpfyf2j222agy 352 192 Elsevier Elsevier NNP work_njzbswnor5hvngpfyf2j222agy 352 193 , , , work_njzbswnor5hvngpfyf2j222agy 352 194 Customer Customer NNP work_njzbswnor5hvngpfyf2j222agy 352 195 Service Service NNP work_njzbswnor5hvngpfyf2j222agy 352 196 Department Department NNP work_njzbswnor5hvngpfyf2j222agy 352 197 , , , work_njzbswnor5hvngpfyf2j222agy 352 198 3 3 CD work_njzbswnor5hvngpfyf2j222agy 352 199 Killiney Killiney NNP work_njzbswnor5hvngpfyf2j222agy 352 200 Road Road NNP work_njzbswnor5hvngpfyf2j222agy 352 201 , , , work_njzbswnor5hvngpfyf2j222agy 352 202 # # $ work_njzbswnor5hvngpfyf2j222agy 352 203 08 08 CD work_njzbswnor5hvngpfyf2j222agy 352 204 - - SYM work_njzbswnor5hvngpfyf2j222agy 352 205 01 01 CD work_njzbswnor5hvngpfyf2j222agy 352 206 Winsland Winsland NNP work_njzbswnor5hvngpfyf2j222agy 352 207 House House NNP work_njzbswnor5hvngpfyf2j222agy 352 208 I I NNP work_njzbswnor5hvngpfyf2j222agy 352 209 , , , work_njzbswnor5hvngpfyf2j222agy 352 210 Singapore Singapore NNP work_njzbswnor5hvngpfyf2j222agy 352 211 239519 239519 CD work_njzbswnor5hvngpfyf2j222agy 352 212 ; ; : work_njzbswnor5hvngpfyf2j222agy 352 213 phone phone NN work_njzbswnor5hvngpfyf2j222agy 352 214 : : : work_njzbswnor5hvngpfyf2j222agy 352 215 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 352 216 +65 +65 NN work_njzbswnor5hvngpfyf2j222agy 352 217 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 352 218 63490222 63490222 CD work_njzbswnor5hvngpfyf2j222agy 352 219 ; ; : work_njzbswnor5hvngpfyf2j222agy 352 220 fax fax NN work_njzbswnor5hvngpfyf2j222agy 352 221 : : : work_njzbswnor5hvngpfyf2j222agy 352 222 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 352 223 +65 +65 NNP work_njzbswnor5hvngpfyf2j222agy 352 224 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 352 225 67331510 67331510 CD work_njzbswnor5hvngpfyf2j222agy 352 226 ; ; : work_njzbswnor5hvngpfyf2j222agy 352 227 e e NN work_njzbswnor5hvngpfyf2j222agy 352 228 - - NN work_njzbswnor5hvngpfyf2j222agy 352 229 mail mail NN work_njzbswnor5hvngpfyf2j222agy 352 230 : : : work_njzbswnor5hvngpfyf2j222agy 352 231 JournalsCustomer- journalscustomer- NN work_njzbswnor5hvngpfyf2j222agy 352 232 ServiceAPAC@elsevier.com ServiceAPAC@elsevier.com NNP work_njzbswnor5hvngpfyf2j222agy 352 233 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 352 234 mailing mail VBG work_njzbswnor5hvngpfyf2j222agy 352 235 notice notice NN work_njzbswnor5hvngpfyf2j222agy 352 236 : : : work_njzbswnor5hvngpfyf2j222agy 352 237 Expert expert NN work_njzbswnor5hvngpfyf2j222agy 352 238 Systems system NNS work_njzbswnor5hvngpfyf2j222agy 352 239 with with IN work_njzbswnor5hvngpfyf2j222agy 352 240 Applications Applications NNPS work_njzbswnor5hvngpfyf2j222agy 352 241 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 352 242 ISSN ISSN NNP work_njzbswnor5hvngpfyf2j222agy 352 243 0957 0957 CD work_njzbswnor5hvngpfyf2j222agy 352 244 - - SYM work_njzbswnor5hvngpfyf2j222agy 352 245 4174 4174 CD work_njzbswnor5hvngpfyf2j222agy 352 246 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 352 247 is be VBZ work_njzbswnor5hvngpfyf2j222agy 352 248 published publish VBN work_njzbswnor5hvngpfyf2j222agy 352 249 10 10 CD work_njzbswnor5hvngpfyf2j222agy 352 250 issues issue NNS work_njzbswnor5hvngpfyf2j222agy 352 251 per per IN work_njzbswnor5hvngpfyf2j222agy 352 252 annum annum NN work_njzbswnor5hvngpfyf2j222agy 352 253 in in IN work_njzbswnor5hvngpfyf2j222agy 352 254 January January NNP work_njzbswnor5hvngpfyf2j222agy 352 255 , , , work_njzbswnor5hvngpfyf2j222agy 352 256 March March NNP work_njzbswnor5hvngpfyf2j222agy 352 257 , , , work_njzbswnor5hvngpfyf2j222agy 352 258 April April NNP work_njzbswnor5hvngpfyf2j222agy 352 259 , , , work_njzbswnor5hvngpfyf2j222agy 352 260 May May NNP work_njzbswnor5hvngpfyf2j222agy 352 261 , , , work_njzbswnor5hvngpfyf2j222agy 352 262 July July NNP work_njzbswnor5hvngpfyf2j222agy 352 263 , , , work_njzbswnor5hvngpfyf2j222agy 352 264 August August NNP work_njzbswnor5hvngpfyf2j222agy 352 265 , , , work_njzbswnor5hvngpfyf2j222agy 352 266 September September NNP work_njzbswnor5hvngpfyf2j222agy 352 267 , , , work_njzbswnor5hvngpfyf2j222agy 352 268 October October NNP work_njzbswnor5hvngpfyf2j222agy 352 269 , , , work_njzbswnor5hvngpfyf2j222agy 352 270 November November NNP work_njzbswnor5hvngpfyf2j222agy 352 271 , , , work_njzbswnor5hvngpfyf2j222agy 352 272 December December NNP work_njzbswnor5hvngpfyf2j222agy 352 273 by by IN work_njzbswnor5hvngpfyf2j222agy 352 274 Elsevier Elsevier NNP work_njzbswnor5hvngpfyf2j222agy 352 275 Ltd. Ltd. NNP work_njzbswnor5hvngpfyf2j222agy 352 276 ( ( -LRB- work_njzbswnor5hvngpfyf2j222agy 352 277 The the DT work_njzbswnor5hvngpfyf2j222agy 352 278 Boulevard Boulevard NNP work_njzbswnor5hvngpfyf2j222agy 352 279 , , , work_njzbswnor5hvngpfyf2j222agy 352 280 Langford Langford NNP work_njzbswnor5hvngpfyf2j222agy 352 281 Lane Lane NNP work_njzbswnor5hvngpfyf2j222agy 352 282 , , , work_njzbswnor5hvngpfyf2j222agy 352 283 Kidlington Kidlington NNP work_njzbswnor5hvngpfyf2j222agy 352 284 , , , work_njzbswnor5hvngpfyf2j222agy 352 285 Oxford Oxford NNP work_njzbswnor5hvngpfyf2j222agy 352 286 OX5 OX5 NNP work_njzbswnor5hvngpfyf2j222agy 352 287 1 1 CD work_njzbswnor5hvngpfyf2j222agy 352 288 GB GB NNP work_njzbswnor5hvngpfyf2j222agy 352 289 , , , work_njzbswnor5hvngpfyf2j222agy 352 290 UK UK NNP work_njzbswnor5hvngpfyf2j222agy 352 291 ) ) -RRB- work_njzbswnor5hvngpfyf2j222agy 352 292 . . . work_njzbswnor5hvngpfyf2j222agy 353 1 Periodical periodical JJ work_njzbswnor5hvngpfyf2j222agy 353 2 postage postage NN work_njzbswnor5hvngpfyf2j222agy 353 3 paid pay VBD work_njzbswnor5hvngpfyf2j222agy 353 4 at at IN work_njzbswnor5hvngpfyf2j222agy 353 5 Rahway Rahway NNP work_njzbswnor5hvngpfyf2j222agy 353 6 NJ NJ NNP work_njzbswnor5hvngpfyf2j222agy 353 7 and and CC work_njzbswnor5hvngpfyf2j222agy 353 8 additional additional JJ work_njzbswnor5hvngpfyf2j222agy 353 9 mailing mailing NN work_njzbswnor5hvngpfyf2j222agy 353 10 offices office NNS work_njzbswnor5hvngpfyf2j222agy 353 11 . . . work_njzbswnor5hvngpfyf2j222agy 354 1 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 354 2 POSTMASTER POSTMASTER NNP work_njzbswnor5hvngpfyf2j222agy 354 3 : : : work_njzbswnor5hvngpfyf2j222agy 354 4 Send send VB work_njzbswnor5hvngpfyf2j222agy 354 5 change change NN work_njzbswnor5hvngpfyf2j222agy 354 6 of of IN work_njzbswnor5hvngpfyf2j222agy 354 7 address address NN work_njzbswnor5hvngpfyf2j222agy 354 8 : : : work_njzbswnor5hvngpfyf2j222agy 354 9 Expert expert NN work_njzbswnor5hvngpfyf2j222agy 354 10 Systems system NNS work_njzbswnor5hvngpfyf2j222agy 354 11 with with IN work_njzbswnor5hvngpfyf2j222agy 354 12 Applications Applications NNPS work_njzbswnor5hvngpfyf2j222agy 354 13 , , , work_njzbswnor5hvngpfyf2j222agy 354 14 Elsevier Elsevier NNP work_njzbswnor5hvngpfyf2j222agy 354 15 , , , work_njzbswnor5hvngpfyf2j222agy 354 16 Customer Customer NNP work_njzbswnor5hvngpfyf2j222agy 354 17 Service Service NNP work_njzbswnor5hvngpfyf2j222agy 354 18 Department Department NNP work_njzbswnor5hvngpfyf2j222agy 354 19 , , , work_njzbswnor5hvngpfyf2j222agy 354 20 11830 11830 CD work_njzbswnor5hvngpfyf2j222agy 354 21 Westline Westline NNP work_njzbswnor5hvngpfyf2j222agy 354 22 Industrial Industrial NNP work_njzbswnor5hvngpfyf2j222agy 354 23 Drive Drive NNP work_njzbswnor5hvngpfyf2j222agy 354 24 , , , work_njzbswnor5hvngpfyf2j222agy 354 25 St. St. NNP work_njzbswnor5hvngpfyf2j222agy 354 26 Louis Louis NNP work_njzbswnor5hvngpfyf2j222agy 354 27 , , , work_njzbswnor5hvngpfyf2j222agy 354 28 MO MO NNP work_njzbswnor5hvngpfyf2j222agy 354 29 63146 63146 CD work_njzbswnor5hvngpfyf2j222agy 354 30 , , , work_njzbswnor5hvngpfyf2j222agy 354 31 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 354 32 . . . work_njzbswnor5hvngpfyf2j222agy 355 1 Periodical periodical JJ work_njzbswnor5hvngpfyf2j222agy 355 2 postage postage NN work_njzbswnor5hvngpfyf2j222agy 355 3 paid pay VBD work_njzbswnor5hvngpfyf2j222agy 355 4 at at IN work_njzbswnor5hvngpfyf2j222agy 355 5 Rahway Rahway NNP work_njzbswnor5hvngpfyf2j222agy 355 6 NJ NJ NNP work_njzbswnor5hvngpfyf2j222agy 355 7 and and CC work_njzbswnor5hvngpfyf2j222agy 355 8 additional additional JJ work_njzbswnor5hvngpfyf2j222agy 355 9 mailing mailing NN work_njzbswnor5hvngpfyf2j222agy 355 10 offices office NNS work_njzbswnor5hvngpfyf2j222agy 355 11 . . . work_njzbswnor5hvngpfyf2j222agy 356 1 AIRFREIGHT AIRFREIGHT NNP work_njzbswnor5hvngpfyf2j222agy 356 2 AND and CC work_njzbswnor5hvngpfyf2j222agy 356 3 MAILING mail VBG work_njzbswnor5hvngpfyf2j222agy 356 4 in in IN work_njzbswnor5hvngpfyf2j222agy 356 5 USA USA NNP work_njzbswnor5hvngpfyf2j222agy 356 6 by by IN work_njzbswnor5hvngpfyf2j222agy 356 7 Mercury Mercury NNP work_njzbswnor5hvngpfyf2j222agy 356 8 International International NNP work_njzbswnor5hvngpfyf2j222agy 356 9 Limited Limited NNP work_njzbswnor5hvngpfyf2j222agy 356 10 , , , work_njzbswnor5hvngpfyf2j222agy 356 11 365 365 CD work_njzbswnor5hvngpfyf2j222agy 356 12 , , , work_njzbswnor5hvngpfyf2j222agy 356 13 Blair Blair NNP work_njzbswnor5hvngpfyf2j222agy 356 14 Road Road NNP work_njzbswnor5hvngpfyf2j222agy 356 15 , , , work_njzbswnor5hvngpfyf2j222agy 356 16 Avenel Avenel NNP work_njzbswnor5hvngpfyf2j222agy 356 17 , , , work_njzbswnor5hvngpfyf2j222agy 356 18 NJ NJ NNP work_njzbswnor5hvngpfyf2j222agy 356 19 07001 07001 CD work_njzbswnor5hvngpfyf2j222agy 356 20 . . .