id sid tid token lemma pos work_n5rnfgtllvgutm66o3h5asc6ju 1 1 Evaluating evaluate VBG work_n5rnfgtllvgutm66o3h5asc6ju 1 2 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 1 3 achievements achievement NNS work_n5rnfgtllvgutm66o3h5asc6ju 1 4 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 1 5 computer computer NN work_n5rnfgtllvgutm66o3h5asc6ju 1 6 engineering engineering NN work_n5rnfgtllvgutm66o3h5asc6ju 1 7 department department NNP work_n5rnfgtllvgutm66o3h5asc6ju 1 8 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 1 9 distance distance NNP work_n5rnfgtllvgutm66o3h5asc6ju 1 10 education education NN work_n5rnfgtllvgutm66o3h5asc6ju 1 11 students student NNS work_n5rnfgtllvgutm66o3h5asc6ju 1 12 with with IN work_n5rnfgtllvgutm66o3h5asc6ju 1 13 data datum NNS work_n5rnfgtllvgutm66o3h5asc6ju 1 14 mining mining NN work_n5rnfgtllvgutm66o3h5asc6ju 1 15 methods method NNS work_n5rnfgtllvgutm66o3h5asc6ju 1 16 Procedia Procedia NNP work_n5rnfgtllvgutm66o3h5asc6ju 1 17 Technology Technology NNP work_n5rnfgtllvgutm66o3h5asc6ju 1 18 1 1 CD work_n5rnfgtllvgutm66o3h5asc6ju 1 19 ( ( -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 1 20 2012 2012 CD work_n5rnfgtllvgutm66o3h5asc6ju 1 21 ) ) -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 1 22 262 262 CD work_n5rnfgtllvgutm66o3h5asc6ju 1 23 – – : work_n5rnfgtllvgutm66o3h5asc6ju 1 24 267 267 CD work_n5rnfgtllvgutm66o3h5asc6ju 1 25 2212 2212 CD work_n5rnfgtllvgutm66o3h5asc6ju 1 26 - - SYM work_n5rnfgtllvgutm66o3h5asc6ju 1 27 0173 0173 CD work_n5rnfgtllvgutm66o3h5asc6ju 1 28 © © NNP work_n5rnfgtllvgutm66o3h5asc6ju 1 29 2012 2012 CD work_n5rnfgtllvgutm66o3h5asc6ju 1 30 Published publish VBN work_n5rnfgtllvgutm66o3h5asc6ju 1 31 by by IN work_n5rnfgtllvgutm66o3h5asc6ju 1 32 Elsevier Elsevier NNP work_n5rnfgtllvgutm66o3h5asc6ju 1 33 Ltd. Ltd. NNP work_n5rnfgtllvgutm66o3h5asc6ju 1 34 doi doi NN work_n5rnfgtllvgutm66o3h5asc6ju 1 35 : : : work_n5rnfgtllvgutm66o3h5asc6ju 1 36 10.1016 10.1016 CD work_n5rnfgtllvgutm66o3h5asc6ju 1 37 / / SYM work_n5rnfgtllvgutm66o3h5asc6ju 1 38 j.protcy.2012.02.053 j.protcy.2012.02.053 XX work_n5rnfgtllvgutm66o3h5asc6ju 1 39 Evaluating evaluate VBG work_n5rnfgtllvgutm66o3h5asc6ju 1 40 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 1 41 achievements achievement NNS work_n5rnfgtllvgutm66o3h5asc6ju 1 42 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 1 43 computer computer NN work_n5rnfgtllvgutm66o3h5asc6ju 1 44 engineering engineering NN work_n5rnfgtllvgutm66o3h5asc6ju 1 45 department department NNP work_n5rnfgtllvgutm66o3h5asc6ju 1 46 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 1 47 distance distance NNP work_n5rnfgtllvgutm66o3h5asc6ju 1 48 education education NN work_n5rnfgtllvgutm66o3h5asc6ju 1 49 students student NNS work_n5rnfgtllvgutm66o3h5asc6ju 1 50 with with IN work_n5rnfgtllvgutm66o3h5asc6ju 1 51 data datum NNS work_n5rnfgtllvgutm66o3h5asc6ju 1 52 mining mining NN work_n5rnfgtllvgutm66o3h5asc6ju 1 53 methods method NNS work_n5rnfgtllvgutm66o3h5asc6ju 1 54 Baha Baha NNP work_n5rnfgtllvgutm66o3h5asc6ju 1 55 Sena Sena NNP work_n5rnfgtllvgutm66o3h5asc6ju 1 56 * * NFP work_n5rnfgtllvgutm66o3h5asc6ju 1 57 , , , work_n5rnfgtllvgutm66o3h5asc6ju 1 58 Emine Emine NNP work_n5rnfgtllvgutm66o3h5asc6ju 1 59 Ucarb Ucarb NNP work_n5rnfgtllvgutm66o3h5asc6ju 1 60 aKarabük aKarabük NNP work_n5rnfgtllvgutm66o3h5asc6ju 1 61 University University NNP work_n5rnfgtllvgutm66o3h5asc6ju 1 62 , , , work_n5rnfgtllvgutm66o3h5asc6ju 1 63 BaliklarKayasi BaliklarKayasi NNP work_n5rnfgtllvgutm66o3h5asc6ju 1 64 Mevkii Mevkii NNPS work_n5rnfgtllvgutm66o3h5asc6ju 1 65 , , , work_n5rnfgtllvgutm66o3h5asc6ju 1 66 Karabük Karabük NNP work_n5rnfgtllvgutm66o3h5asc6ju 1 67 , , , work_n5rnfgtllvgutm66o3h5asc6ju 1 68 78050 78050 CD work_n5rnfgtllvgutm66o3h5asc6ju 1 69 , , , work_n5rnfgtllvgutm66o3h5asc6ju 1 70 TURKEY TURKEY NNP work_n5rnfgtllvgutm66o3h5asc6ju 1 71 bMinistry bMinistry NNP work_n5rnfgtllvgutm66o3h5asc6ju 1 72 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 1 73 National National NNP work_n5rnfgtllvgutm66o3h5asc6ju 1 74 Education Education NNP work_n5rnfgtllvgutm66o3h5asc6ju 1 75 , , , work_n5rnfgtllvgutm66o3h5asc6ju 1 76 Bakanlıklar Bakanlıklar NNP work_n5rnfgtllvgutm66o3h5asc6ju 1 77 , , , work_n5rnfgtllvgutm66o3h5asc6ju 1 78 Ankara Ankara NNP work_n5rnfgtllvgutm66o3h5asc6ju 1 79 , , , work_n5rnfgtllvgutm66o3h5asc6ju 1 80 06420 06420 CD work_n5rnfgtllvgutm66o3h5asc6ju 1 81 , , , work_n5rnfgtllvgutm66o3h5asc6ju 1 82 TURKEY TURKEY NNP work_n5rnfgtllvgutm66o3h5asc6ju 1 83 Abstract Abstract NNP work_n5rnfgtllvgutm66o3h5asc6ju 1 84 Recently recently RB work_n5rnfgtllvgutm66o3h5asc6ju 1 85 , , , work_n5rnfgtllvgutm66o3h5asc6ju 1 86 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 1 87 internet internet NN work_n5rnfgtllvgutm66o3h5asc6ju 1 88 technology technology NN work_n5rnfgtllvgutm66o3h5asc6ju 1 89 has have VBZ work_n5rnfgtllvgutm66o3h5asc6ju 1 90 become become VBN work_n5rnfgtllvgutm66o3h5asc6ju 1 91 an an DT work_n5rnfgtllvgutm66o3h5asc6ju 1 92 indispensable indispensable JJ work_n5rnfgtllvgutm66o3h5asc6ju 1 93 part part NN work_n5rnfgtllvgutm66o3h5asc6ju 1 94 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 1 95 life life NN work_n5rnfgtllvgutm66o3h5asc6ju 1 96 , , , work_n5rnfgtllvgutm66o3h5asc6ju 1 97 a a DT work_n5rnfgtllvgutm66o3h5asc6ju 1 98 very very RB work_n5rnfgtllvgutm66o3h5asc6ju 1 99 useful useful JJ work_n5rnfgtllvgutm66o3h5asc6ju 1 100 application application NN work_n5rnfgtllvgutm66o3h5asc6ju 1 101 that that WDT work_n5rnfgtllvgutm66o3h5asc6ju 1 102 can can MD work_n5rnfgtllvgutm66o3h5asc6ju 1 103 not not RB work_n5rnfgtllvgutm66o3h5asc6ju 1 104 be be VB work_n5rnfgtllvgutm66o3h5asc6ju 1 105 earlier early RBR work_n5rnfgtllvgutm66o3h5asc6ju 1 106 have have VBP work_n5rnfgtllvgutm66o3h5asc6ju 1 107 made make VBN work_n5rnfgtllvgutm66o3h5asc6ju 1 108 it -PRON- PRP work_n5rnfgtllvgutm66o3h5asc6ju 1 109 possible possible JJ work_n5rnfgtllvgutm66o3h5asc6ju 1 110 . . . work_n5rnfgtllvgutm66o3h5asc6ju 2 1 One one CD work_n5rnfgtllvgutm66o3h5asc6ju 2 2 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 2 3 these these DT work_n5rnfgtllvgutm66o3h5asc6ju 2 4 is be VBZ work_n5rnfgtllvgutm66o3h5asc6ju 2 5 distance distance NN work_n5rnfgtllvgutm66o3h5asc6ju 2 6 learning learning NN work_n5rnfgtllvgutm66o3h5asc6ju 2 7 technologies technology NNS work_n5rnfgtllvgutm66o3h5asc6ju 2 8 . . . work_n5rnfgtllvgutm66o3h5asc6ju 3 1 Due due IN work_n5rnfgtllvgutm66o3h5asc6ju 3 2 to to IN work_n5rnfgtllvgutm66o3h5asc6ju 3 3 limitations limitation NNS work_n5rnfgtllvgutm66o3h5asc6ju 3 4 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 3 5 traditional traditional JJ work_n5rnfgtllvgutm66o3h5asc6ju 3 6 learning learning NN work_n5rnfgtllvgutm66o3h5asc6ju 3 7 - - HYPH work_n5rnfgtllvgutm66o3h5asc6ju 3 8 teaching teach VBG work_n5rnfgtllvgutm66o3h5asc6ju 3 9 methods method NNS work_n5rnfgtllvgutm66o3h5asc6ju 3 10 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 3 11 classroom classroom NN work_n5rnfgtllvgutm66o3h5asc6ju 3 12 activities activity NNS work_n5rnfgtllvgutm66o3h5asc6ju 3 13 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 3 14 practitioners practitioner NNS work_n5rnfgtllvgutm66o3h5asc6ju 3 15 who who WP work_n5rnfgtllvgutm66o3h5asc6ju 3 16 intend intend VBP work_n5rnfgtllvgutm66o3h5asc6ju 3 17 to to TO work_n5rnfgtllvgutm66o3h5asc6ju 3 18 conduct conduct VB work_n5rnfgtllvgutm66o3h5asc6ju 3 19 training training NN work_n5rnfgtllvgutm66o3h5asc6ju 3 20 activities activity NNS work_n5rnfgtllvgutm66o3h5asc6ju 3 21 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 3 22 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 3 23 absence absence NN work_n5rnfgtllvgutm66o3h5asc6ju 3 24 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 3 25 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 3 26 possibility possibility NN work_n5rnfgtllvgutm66o3h5asc6ju 3 27 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 3 28 communication communication NN work_n5rnfgtllvgutm66o3h5asc6ju 3 29 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 3 30 interaction interaction NN work_n5rnfgtllvgutm66o3h5asc6ju 3 31 among among IN work_n5rnfgtllvgutm66o3h5asc6ju 3 32 learners learner NNS work_n5rnfgtllvgutm66o3h5asc6ju 3 33 with with IN work_n5rnfgtllvgutm66o3h5asc6ju 3 34 special special JJ work_n5rnfgtllvgutm66o3h5asc6ju 3 35 education education NN work_n5rnfgtllvgutm66o3h5asc6ju 3 36 units unit NNS work_n5rnfgtllvgutm66o3h5asc6ju 3 37 are be VBP work_n5rnfgtllvgutm66o3h5asc6ju 3 38 prepared prepare VBN work_n5rnfgtllvgutm66o3h5asc6ju 3 39 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 3 40 provided provide VBN work_n5rnfgtllvgutm66o3h5asc6ju 3 41 a a DT work_n5rnfgtllvgutm66o3h5asc6ju 3 42 wide wide JJ work_n5rnfgtllvgutm66o3h5asc6ju 3 43 range range NN work_n5rnfgtllvgutm66o3h5asc6ju 3 44 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 3 45 media medium NNS work_n5rnfgtllvgutm66o3h5asc6ju 3 46 center center NN work_n5rnfgtllvgutm66o3h5asc6ju 3 47 through through IN work_n5rnfgtllvgutm66o3h5asc6ju 3 48 a a DT work_n5rnfgtllvgutm66o3h5asc6ju 3 49 certain certain JJ work_n5rnfgtllvgutm66o3h5asc6ju 3 50 method method NN work_n5rnfgtllvgutm66o3h5asc6ju 3 51 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 3 52 teaching teaching NN work_n5rnfgtllvgutm66o3h5asc6ju 3 53 . . . work_n5rnfgtllvgutm66o3h5asc6ju 4 1 According accord VBG work_n5rnfgtllvgutm66o3h5asc6ju 4 2 to to IN work_n5rnfgtllvgutm66o3h5asc6ju 4 3 a a DT work_n5rnfgtllvgutm66o3h5asc6ju 4 4 further further JJ work_n5rnfgtllvgutm66o3h5asc6ju 4 5 recognition recognition NN work_n5rnfgtllvgutm66o3h5asc6ju 4 6 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 4 7 Distance Distance NNP work_n5rnfgtllvgutm66o3h5asc6ju 4 8 Education Education NNP work_n5rnfgtllvgutm66o3h5asc6ju 4 9 , , , work_n5rnfgtllvgutm66o3h5asc6ju 4 10 although although IN work_n5rnfgtllvgutm66o3h5asc6ju 4 11 far far RB work_n5rnfgtllvgutm66o3h5asc6ju 4 12 away away RB work_n5rnfgtllvgutm66o3h5asc6ju 4 13 from from IN work_n5rnfgtllvgutm66o3h5asc6ju 4 14 each each DT work_n5rnfgtllvgutm66o3h5asc6ju 4 15 other other JJ work_n5rnfgtllvgutm66o3h5asc6ju 4 16 with with IN work_n5rnfgtllvgutm66o3h5asc6ju 4 17 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 4 18 student student NN work_n5rnfgtllvgutm66o3h5asc6ju 4 19 who who WP work_n5rnfgtllvgutm66o3h5asc6ju 4 20 teaches teach VBZ work_n5rnfgtllvgutm66o3h5asc6ju 4 21 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 4 22 same same JJ work_n5rnfgtllvgutm66o3h5asc6ju 4 23 time time NN work_n5rnfgtllvgutm66o3h5asc6ju 4 24 ( ( -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 4 25 synchronous synchronous JJ work_n5rnfgtllvgutm66o3h5asc6ju 4 26 ) ) -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 4 27 or or CC work_n5rnfgtllvgutm66o3h5asc6ju 4 28 different different JJ work_n5rnfgtllvgutm66o3h5asc6ju 4 29 time time NN work_n5rnfgtllvgutm66o3h5asc6ju 4 30 ( ( -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 4 31 asynchronous asynchronous JJ work_n5rnfgtllvgutm66o3h5asc6ju 4 32 ) ) -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 4 33 communications communication NNS work_n5rnfgtllvgutm66o3h5asc6ju 4 34 with with IN work_n5rnfgtllvgutm66o3h5asc6ju 4 35 a a DT work_n5rnfgtllvgutm66o3h5asc6ju 4 36 tool tool NN work_n5rnfgtllvgutm66o3h5asc6ju 4 37 as as IN work_n5rnfgtllvgutm66o3h5asc6ju 4 38 training training NN work_n5rnfgtllvgutm66o3h5asc6ju 4 39 system system NN work_n5rnfgtllvgutm66o3h5asc6ju 4 40 established establish VBD work_n5rnfgtllvgutm66o3h5asc6ju 4 41 . . . work_n5rnfgtllvgutm66o3h5asc6ju 5 1 The the DT work_n5rnfgtllvgutm66o3h5asc6ju 5 2 aim aim NN work_n5rnfgtllvgutm66o3h5asc6ju 5 3 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 5 4 this this DT work_n5rnfgtllvgutm66o3h5asc6ju 5 5 study study NN work_n5rnfgtllvgutm66o3h5asc6ju 5 6 is be VBZ work_n5rnfgtllvgutm66o3h5asc6ju 5 7 to to TO work_n5rnfgtllvgutm66o3h5asc6ju 5 8 compare compare VB work_n5rnfgtllvgutm66o3h5asc6ju 5 9 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 5 10 achievements achievement NNS work_n5rnfgtllvgutm66o3h5asc6ju 5 11 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 5 12 Computer Computer NNP work_n5rnfgtllvgutm66o3h5asc6ju 5 13 Engineering Engineering NNP work_n5rnfgtllvgutm66o3h5asc6ju 5 14 Department Department NNP work_n5rnfgtllvgutm66o3h5asc6ju 5 15 students student NNS work_n5rnfgtllvgutm66o3h5asc6ju 5 16 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 5 17 Karabük Karabük NNP work_n5rnfgtllvgutm66o3h5asc6ju 5 18 University University NNP work_n5rnfgtllvgutm66o3h5asc6ju 5 19 according accord VBG work_n5rnfgtllvgutm66o3h5asc6ju 5 20 to to IN work_n5rnfgtllvgutm66o3h5asc6ju 5 21 criteria criterion NNS work_n5rnfgtllvgutm66o3h5asc6ju 5 22 such such JJ work_n5rnfgtllvgutm66o3h5asc6ju 5 23 as as IN work_n5rnfgtllvgutm66o3h5asc6ju 5 24 age age NN work_n5rnfgtllvgutm66o3h5asc6ju 5 25 , , , work_n5rnfgtllvgutm66o3h5asc6ju 5 26 gender gender NN work_n5rnfgtllvgutm66o3h5asc6ju 5 27 , , , work_n5rnfgtllvgutm66o3h5asc6ju 5 28 type type NN work_n5rnfgtllvgutm66o3h5asc6ju 5 29 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 5 30 high high JJ work_n5rnfgtllvgutm66o3h5asc6ju 5 31 school school NN work_n5rnfgtllvgutm66o3h5asc6ju 5 32 graduation graduation NN work_n5rnfgtllvgutm66o3h5asc6ju 5 33 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 5 34 whether whether IN work_n5rnfgtllvgutm66o3h5asc6ju 5 35 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 5 36 students student NNS work_n5rnfgtllvgutm66o3h5asc6ju 5 37 studying study VBG work_n5rnfgtllvgutm66o3h5asc6ju 5 38 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 5 39 distance distance NN work_n5rnfgtllvgutm66o3h5asc6ju 5 40 education education NN work_n5rnfgtllvgutm66o3h5asc6ju 5 41 or or CC work_n5rnfgtllvgutm66o3h5asc6ju 5 42 regular regular JJ work_n5rnfgtllvgutm66o3h5asc6ju 5 43 education education NN work_n5rnfgtllvgutm66o3h5asc6ju 5 44 using use VBG work_n5rnfgtllvgutm66o3h5asc6ju 5 45 data datum NNS work_n5rnfgtllvgutm66o3h5asc6ju 5 46 mining mining NN work_n5rnfgtllvgutm66o3h5asc6ju 5 47 techniques technique NNS work_n5rnfgtllvgutm66o3h5asc6ju 5 48 . . . work_n5rnfgtllvgutm66o3h5asc6ju 6 1 Also also RB work_n5rnfgtllvgutm66o3h5asc6ju 6 2 discussing discuss VBG work_n5rnfgtllvgutm66o3h5asc6ju 6 3 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 6 4 differences difference NNS work_n5rnfgtllvgutm66o3h5asc6ju 6 5 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 6 6 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 6 7 techniques technique NNS work_n5rnfgtllvgutm66o3h5asc6ju 6 8 according accord VBG work_n5rnfgtllvgutm66o3h5asc6ju 6 9 to to IN work_n5rnfgtllvgutm66o3h5asc6ju 6 10 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 6 11 results result NNS work_n5rnfgtllvgutm66o3h5asc6ju 6 12 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 6 13 to to TO work_n5rnfgtllvgutm66o3h5asc6ju 6 14 make make VB work_n5rnfgtllvgutm66o3h5asc6ju 6 15 suggestions suggestion NNS work_n5rnfgtllvgutm66o3h5asc6ju 6 16 for for IN work_n5rnfgtllvgutm66o3h5asc6ju 6 17 which which WDT work_n5rnfgtllvgutm66o3h5asc6ju 6 18 technique technique NN work_n5rnfgtllvgutm66o3h5asc6ju 6 19 would would MD work_n5rnfgtllvgutm66o3h5asc6ju 6 20 be be VB work_n5rnfgtllvgutm66o3h5asc6ju 6 21 more more RBR work_n5rnfgtllvgutm66o3h5asc6ju 6 22 effective effective JJ work_n5rnfgtllvgutm66o3h5asc6ju 6 23 . . . work_n5rnfgtllvgutm66o3h5asc6ju 7 1 © © DT work_n5rnfgtllvgutm66o3h5asc6ju 7 2 2011 2011 CD work_n5rnfgtllvgutm66o3h5asc6ju 7 3 Published publish VBN work_n5rnfgtllvgutm66o3h5asc6ju 7 4 by by IN work_n5rnfgtllvgutm66o3h5asc6ju 7 5 Elsevier Elsevier NNP work_n5rnfgtllvgutm66o3h5asc6ju 7 6 Ltd. Ltd. NNP work_n5rnfgtllvgutm66o3h5asc6ju 7 7 Keywords Keywords NNPS work_n5rnfgtllvgutm66o3h5asc6ju 7 8 : : : work_n5rnfgtllvgutm66o3h5asc6ju 7 9 Distance Distance NNP work_n5rnfgtllvgutm66o3h5asc6ju 7 10 Education Education NNP work_n5rnfgtllvgutm66o3h5asc6ju 7 11 ; ; : work_n5rnfgtllvgutm66o3h5asc6ju 7 12 Data Data NNP work_n5rnfgtllvgutm66o3h5asc6ju 7 13 Mining Mining NNP work_n5rnfgtllvgutm66o3h5asc6ju 7 14 ; ; : work_n5rnfgtllvgutm66o3h5asc6ju 7 15 Decision Decision NNP work_n5rnfgtllvgutm66o3h5asc6ju 7 16 Trees tree NNS work_n5rnfgtllvgutm66o3h5asc6ju 7 17 ; ; : work_n5rnfgtllvgutm66o3h5asc6ju 7 18 Artificial Artificial NNP work_n5rnfgtllvgutm66o3h5asc6ju 7 19 Neural Neural NNP work_n5rnfgtllvgutm66o3h5asc6ju 7 20 Network Network NNP work_n5rnfgtllvgutm66o3h5asc6ju 7 21 1 1 CD work_n5rnfgtllvgutm66o3h5asc6ju 7 22 . . . work_n5rnfgtllvgutm66o3h5asc6ju 8 1 Introduction introduction NN work_n5rnfgtllvgutm66o3h5asc6ju 8 2 Rapid rapid JJ work_n5rnfgtllvgutm66o3h5asc6ju 8 3 developments development NNS work_n5rnfgtllvgutm66o3h5asc6ju 8 4 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 8 5 information information NN work_n5rnfgtllvgutm66o3h5asc6ju 8 6 societies society NNS work_n5rnfgtllvgutm66o3h5asc6ju 8 7 has have VBZ work_n5rnfgtllvgutm66o3h5asc6ju 8 8 also also RB work_n5rnfgtllvgutm66o3h5asc6ju 8 9 changed change VBN work_n5rnfgtllvgutm66o3h5asc6ju 8 10 interests interest NNS work_n5rnfgtllvgutm66o3h5asc6ju 8 11 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 8 12 needs need NNS work_n5rnfgtllvgutm66o3h5asc6ju 8 13 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 8 14 today today NN work_n5rnfgtllvgutm66o3h5asc6ju 8 15 people people NNS work_n5rnfgtllvgutm66o3h5asc6ju 8 16 while while IN work_n5rnfgtllvgutm66o3h5asc6ju 8 17 causing cause VBG work_n5rnfgtllvgutm66o3h5asc6ju 8 18 continuous continuous JJ work_n5rnfgtllvgutm66o3h5asc6ju 8 19 changing changing NN work_n5rnfgtllvgutm66o3h5asc6ju 8 20 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 8 21 developments development NNS work_n5rnfgtllvgutm66o3h5asc6ju 8 22 on on IN work_n5rnfgtllvgutm66o3h5asc6ju 8 23 lives life NNS work_n5rnfgtllvgutm66o3h5asc6ju 8 24 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 8 25 individuals individual NNS work_n5rnfgtllvgutm66o3h5asc6ju 8 26 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 8 27 cultural cultural JJ work_n5rnfgtllvgutm66o3h5asc6ju 8 28 , , , work_n5rnfgtllvgutm66o3h5asc6ju 8 29 social social JJ work_n5rnfgtllvgutm66o3h5asc6ju 8 30 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 8 31 economic economic JJ work_n5rnfgtllvgutm66o3h5asc6ju 8 32 structure structure NN work_n5rnfgtllvgutm66o3h5asc6ju 8 33 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 8 34 societies society NNS work_n5rnfgtllvgutm66o3h5asc6ju 8 35 . . . work_n5rnfgtllvgutm66o3h5asc6ju 9 1 Now now RB work_n5rnfgtllvgutm66o3h5asc6ju 9 2 , , , work_n5rnfgtllvgutm66o3h5asc6ju 9 3 people people NNS work_n5rnfgtllvgutm66o3h5asc6ju 9 4 who who WP work_n5rnfgtllvgutm66o3h5asc6ju 9 5 can can MD work_n5rnfgtllvgutm66o3h5asc6ju 9 6 reach reach VB work_n5rnfgtllvgutm66o3h5asc6ju 9 7 , , , work_n5rnfgtllvgutm66o3h5asc6ju 9 8 use use VB work_n5rnfgtllvgutm66o3h5asc6ju 9 9 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 9 10 produce produce VB work_n5rnfgtllvgutm66o3h5asc6ju 9 11 information information NN work_n5rnfgtllvgutm66o3h5asc6ju 9 12 are be VBP work_n5rnfgtllvgutm66o3h5asc6ju 9 13 needed need VBN work_n5rnfgtllvgutm66o3h5asc6ju 9 14 . . . work_n5rnfgtllvgutm66o3h5asc6ju 10 1 Therefore therefore RB work_n5rnfgtllvgutm66o3h5asc6ju 10 2 , , , work_n5rnfgtllvgutm66o3h5asc6ju 10 3 development development NN work_n5rnfgtllvgutm66o3h5asc6ju 10 4 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 10 5 Distance Distance NNP work_n5rnfgtllvgutm66o3h5asc6ju 10 6 Learning Learning NNP work_n5rnfgtllvgutm66o3h5asc6ju 10 7 has have VBZ work_n5rnfgtllvgutm66o3h5asc6ju 10 8 been be VBN work_n5rnfgtllvgutm66o3h5asc6ju 10 9 well well RB work_n5rnfgtllvgutm66o3h5asc6ju 10 10 accelerated accelerate VBN work_n5rnfgtllvgutm66o3h5asc6ju 10 11 . . . work_n5rnfgtllvgutm66o3h5asc6ju 11 1 Distance Distance NNP work_n5rnfgtllvgutm66o3h5asc6ju 11 2 Learning Learning NNP work_n5rnfgtllvgutm66o3h5asc6ju 11 3 has have VBZ work_n5rnfgtllvgutm66o3h5asc6ju 11 4 many many JJ work_n5rnfgtllvgutm66o3h5asc6ju 11 5 advantages advantage NNS work_n5rnfgtllvgutm66o3h5asc6ju 11 6 . . . work_n5rnfgtllvgutm66o3h5asc6ju 12 1 The the DT work_n5rnfgtllvgutm66o3h5asc6ju 12 2 most most RBS work_n5rnfgtllvgutm66o3h5asc6ju 12 3 important important JJ work_n5rnfgtllvgutm66o3h5asc6ju 12 4 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 12 5 these these DT work_n5rnfgtllvgutm66o3h5asc6ju 12 6 are be VBP work_n5rnfgtllvgutm66o3h5asc6ju 12 7 considered consider VBN work_n5rnfgtllvgutm66o3h5asc6ju 12 8 to to TO work_n5rnfgtllvgutm66o3h5asc6ju 12 9 be be VB work_n5rnfgtllvgutm66o3h5asc6ju 12 10 reproducible reproducible JJ work_n5rnfgtllvgutm66o3h5asc6ju 12 11 , , , work_n5rnfgtllvgutm66o3h5asc6ju 12 12 distributable distributable JJ work_n5rnfgtllvgutm66o3h5asc6ju 12 13 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 12 14 accessible accessible JJ work_n5rnfgtllvgutm66o3h5asc6ju 12 15 easily easily RB work_n5rnfgtllvgutm66o3h5asc6ju 12 16 . . . work_n5rnfgtllvgutm66o3h5asc6ju 13 1 Beside beside IN work_n5rnfgtllvgutm66o3h5asc6ju 13 2 these these DT work_n5rnfgtllvgutm66o3h5asc6ju 13 3 advantages advantage NNS work_n5rnfgtllvgutm66o3h5asc6ju 13 4 , , , work_n5rnfgtllvgutm66o3h5asc6ju 13 5 integration integration NN work_n5rnfgtllvgutm66o3h5asc6ju 13 6 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 13 7 computer computer NN work_n5rnfgtllvgutm66o3h5asc6ju 13 8 - - HYPH work_n5rnfgtllvgutm66o3h5asc6ju 13 9 aided aid VBN work_n5rnfgtllvgutm66o3h5asc6ju 13 10 systems system NNS work_n5rnfgtllvgutm66o3h5asc6ju 13 11 , , , work_n5rnfgtllvgutm66o3h5asc6ju 13 12 utilization utilization NN work_n5rnfgtllvgutm66o3h5asc6ju 13 13 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 13 14 multimedia multimedia NNS work_n5rnfgtllvgutm66o3h5asc6ju 13 15 tools tool NNS work_n5rnfgtllvgutm66o3h5asc6ju 13 16 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 13 17 techniques technique NNS work_n5rnfgtllvgutm66o3h5asc6ju 13 18 , , , work_n5rnfgtllvgutm66o3h5asc6ju 13 19 reaching reach VBG work_n5rnfgtllvgutm66o3h5asc6ju 13 20 contents content NNS work_n5rnfgtllvgutm66o3h5asc6ju 13 21 quickly quickly RB work_n5rnfgtllvgutm66o3h5asc6ju 13 22 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 13 23 cost cost NN work_n5rnfgtllvgutm66o3h5asc6ju 13 24 - - : work_n5rnfgtllvgutm66o3h5asc6ju 13 25 efficiently efficiently RB work_n5rnfgtllvgutm66o3h5asc6ju 13 26 over over IN work_n5rnfgtllvgutm66o3h5asc6ju 13 27 internet internet NN work_n5rnfgtllvgutm66o3h5asc6ju 13 28 , , , work_n5rnfgtllvgutm66o3h5asc6ju 13 29 increasing increase VBG work_n5rnfgtllvgutm66o3h5asc6ju 13 30 user user NN work_n5rnfgtllvgutm66o3h5asc6ju 13 31 interaction interaction NN work_n5rnfgtllvgutm66o3h5asc6ju 13 32 with with IN work_n5rnfgtllvgutm66o3h5asc6ju 13 33 help help NN work_n5rnfgtllvgutm66o3h5asc6ju 13 34 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 13 35 new new JJ work_n5rnfgtllvgutm66o3h5asc6ju 13 36 Technologies Technologies NNPS work_n5rnfgtllvgutm66o3h5asc6ju 13 37 has have VBZ work_n5rnfgtllvgutm66o3h5asc6ju 13 38 provided provide VBN work_n5rnfgtllvgutm66o3h5asc6ju 13 39 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 13 40 acceptance acceptance NN work_n5rnfgtllvgutm66o3h5asc6ju 13 41 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 13 42 distance distance NN work_n5rnfgtllvgutm66o3h5asc6ju 13 43 learning learn VBG work_n5rnfgtllvgutm66o3h5asc6ju 13 44 sometimes sometimes RB work_n5rnfgtllvgutm66o3h5asc6ju 13 45 as as IN work_n5rnfgtllvgutm66o3h5asc6ju 13 46 a a DT work_n5rnfgtllvgutm66o3h5asc6ju 13 47 support support NN work_n5rnfgtllvgutm66o3h5asc6ju 13 48 to to IN work_n5rnfgtllvgutm66o3h5asc6ju 13 49 formal formal JJ work_n5rnfgtllvgutm66o3h5asc6ju 13 50 education education NN work_n5rnfgtllvgutm66o3h5asc6ju 13 51 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 13 52 sometimes sometimes RB work_n5rnfgtllvgutm66o3h5asc6ju 13 53 as as IN work_n5rnfgtllvgutm66o3h5asc6ju 13 54 an an DT work_n5rnfgtllvgutm66o3h5asc6ju 13 55 education education NN work_n5rnfgtllvgutm66o3h5asc6ju 13 56 technique technique NN work_n5rnfgtllvgutm66o3h5asc6ju 13 57 itself -PRON- PRP work_n5rnfgtllvgutm66o3h5asc6ju 13 58 . . . work_n5rnfgtllvgutm66o3h5asc6ju 14 1 One one CD work_n5rnfgtllvgutm66o3h5asc6ju 14 2 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 14 3 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 14 4 first first JJ work_n5rnfgtllvgutm66o3h5asc6ju 14 5 studies study NNS work_n5rnfgtllvgutm66o3h5asc6ju 14 6 on on IN work_n5rnfgtllvgutm66o3h5asc6ju 14 7 data datum NNS work_n5rnfgtllvgutm66o3h5asc6ju 14 8 mining mining NN work_n5rnfgtllvgutm66o3h5asc6ju 14 9 applied apply VBN work_n5rnfgtllvgutm66o3h5asc6ju 14 10 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 14 11 education education NN work_n5rnfgtllvgutm66o3h5asc6ju 14 12 was be VBD work_n5rnfgtllvgutm66o3h5asc6ju 14 13 published publish VBN work_n5rnfgtllvgutm66o3h5asc6ju 14 14 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 14 15 1995 1995 CD work_n5rnfgtllvgutm66o3h5asc6ju 14 16 by by IN work_n5rnfgtllvgutm66o3h5asc6ju 14 17 Sanjeev Sanjeev NNP work_n5rnfgtllvgutm66o3h5asc6ju 14 18 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 14 19 Zytkow Zytkow NNP work_n5rnfgtllvgutm66o3h5asc6ju 14 20 . . . work_n5rnfgtllvgutm66o3h5asc6ju 15 1 Researchers researcher NNS work_n5rnfgtllvgutm66o3h5asc6ju 15 2 gathered gather VBD work_n5rnfgtllvgutm66o3h5asc6ju 15 3 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 15 4 knowledge knowledge NN work_n5rnfgtllvgutm66o3h5asc6ju 15 5 discovery discovery NN work_n5rnfgtllvgutm66o3h5asc6ju 15 6 as as IN work_n5rnfgtllvgutm66o3h5asc6ju 15 7 terms term NNS work_n5rnfgtllvgutm66o3h5asc6ju 15 8 like like IN work_n5rnfgtllvgutm66o3h5asc6ju 15 9 “ " `` work_n5rnfgtllvgutm66o3h5asc6ju 15 10 P p NN work_n5rnfgtllvgutm66o3h5asc6ju 15 11 pattern pattern NN work_n5rnfgtllvgutm66o3h5asc6ju 15 12 for for IN work_n5rnfgtllvgutm66o3h5asc6ju 15 13 data datum NNS work_n5rnfgtllvgutm66o3h5asc6ju 15 14 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 15 15 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 15 16 range range NN work_n5rnfgtllvgutm66o3h5asc6ju 15 17 R r NN work_n5rnfgtllvgutm66o3h5asc6ju 15 18 ” " '' work_n5rnfgtllvgutm66o3h5asc6ju 15 19 from from IN work_n5rnfgtllvgutm66o3h5asc6ju 15 20 university university NN work_n5rnfgtllvgutm66o3h5asc6ju 15 21 database database NN work_n5rnfgtllvgutm66o3h5asc6ju 15 22 [ [ -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 15 23 1 1 CD work_n5rnfgtllvgutm66o3h5asc6ju 15 24 ] ] -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 15 25 . . . work_n5rnfgtllvgutm66o3h5asc6ju 16 1 Another another DT work_n5rnfgtllvgutm66o3h5asc6ju 16 2 study study NN work_n5rnfgtllvgutm66o3h5asc6ju 16 3 on on IN work_n5rnfgtllvgutm66o3h5asc6ju 16 4 data datum NNS work_n5rnfgtllvgutm66o3h5asc6ju 16 5 mining mining NN work_n5rnfgtllvgutm66o3h5asc6ju 16 6 applied apply VBN work_n5rnfgtllvgutm66o3h5asc6ju 16 7 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 16 8 education education NN work_n5rnfgtllvgutm66o3h5asc6ju 16 9 was be VBD work_n5rnfgtllvgutm66o3h5asc6ju 16 10 published publish VBN work_n5rnfgtllvgutm66o3h5asc6ju 16 11 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 16 12 2000 2000 CD work_n5rnfgtllvgutm66o3h5asc6ju 16 13 by by IN work_n5rnfgtllvgutm66o3h5asc6ju 16 14 Becker Becker NNP work_n5rnfgtllvgutm66o3h5asc6ju 16 15 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 16 16 his -PRON- PRP$ work_n5rnfgtllvgutm66o3h5asc6ju 16 17 friends friend NNS work_n5rnfgtllvgutm66o3h5asc6ju 16 18 who who WP work_n5rnfgtllvgutm66o3h5asc6ju 16 19 are be VBP work_n5rnfgtllvgutm66o3h5asc6ju 16 20 performed perform VBN work_n5rnfgtllvgutm66o3h5asc6ju 16 21 for for IN work_n5rnfgtllvgutm66o3h5asc6ju 16 22 defining define VBG work_n5rnfgtllvgutm66o3h5asc6ju 16 23 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 16 24 understanding understand VBG work_n5rnfgtllvgutm66o3h5asc6ju 16 25 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 16 26 impact impact NN work_n5rnfgtllvgutm66o3h5asc6ju 16 27 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 16 28 changes change NNS work_n5rnfgtllvgutm66o3h5asc6ju 16 29 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 16 30 curriculum curriculum NN work_n5rnfgtllvgutm66o3h5asc6ju 16 31 on on IN work_n5rnfgtllvgutm66o3h5asc6ju 16 32 students student NNS work_n5rnfgtllvgutm66o3h5asc6ju 16 33 at at IN work_n5rnfgtllvgutm66o3h5asc6ju 16 34 a a DT work_n5rnfgtllvgutm66o3h5asc6ju 16 35 university university NN work_n5rnfgtllvgutm66o3h5asc6ju 16 36 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 16 37 Brasil Brasil NNP work_n5rnfgtllvgutm66o3h5asc6ju 16 38 [ [ -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 16 39 2 2 CD work_n5rnfgtllvgutm66o3h5asc6ju 16 40 ] ] -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 16 41 . . . work_n5rnfgtllvgutm66o3h5asc6ju 17 1 * * NFP work_n5rnfgtllvgutm66o3h5asc6ju 17 2 Baha Baha NNP work_n5rnfgtllvgutm66o3h5asc6ju 17 3 Sen. Sen. NNP work_n5rnfgtllvgutm66o3h5asc6ju 18 1 Tel tel NN work_n5rnfgtllvgutm66o3h5asc6ju 18 2 . . . work_n5rnfgtllvgutm66o3h5asc6ju 19 1 : : : work_n5rnfgtllvgutm66o3h5asc6ju 19 2 +90 +90 CD work_n5rnfgtllvgutm66o3h5asc6ju 19 3 - - HYPH work_n5rnfgtllvgutm66o3h5asc6ju 19 4 370 370 CD work_n5rnfgtllvgutm66o3h5asc6ju 19 5 - - HYPH work_n5rnfgtllvgutm66o3h5asc6ju 19 6 433 433 CD work_n5rnfgtllvgutm66o3h5asc6ju 19 7 - - HYPH work_n5rnfgtllvgutm66o3h5asc6ju 19 8 2021 2021 CD work_n5rnfgtllvgutm66o3h5asc6ju 19 9 ; ; : work_n5rnfgtllvgutm66o3h5asc6ju 19 10 fax fax NN work_n5rnfgtllvgutm66o3h5asc6ju 19 11 : : : work_n5rnfgtllvgutm66o3h5asc6ju 19 12 +90 +90 XX work_n5rnfgtllvgutm66o3h5asc6ju 19 13 - - HYPH work_n5rnfgtllvgutm66o3h5asc6ju 19 14 370 370 CD work_n5rnfgtllvgutm66o3h5asc6ju 19 15 - - HYPH work_n5rnfgtllvgutm66o3h5asc6ju 19 16 433 433 CD work_n5rnfgtllvgutm66o3h5asc6ju 19 17 - - HYPH work_n5rnfgtllvgutm66o3h5asc6ju 19 18 3290 3290 CD work_n5rnfgtllvgutm66o3h5asc6ju 19 19 . . . work_n5rnfgtllvgutm66o3h5asc6ju 20 1 E e NN work_n5rnfgtllvgutm66o3h5asc6ju 20 2 - - NN work_n5rnfgtllvgutm66o3h5asc6ju 20 3 mail mail NN work_n5rnfgtllvgutm66o3h5asc6ju 20 4 address address NN work_n5rnfgtllvgutm66o3h5asc6ju 20 5 : : : work_n5rnfgtllvgutm66o3h5asc6ju 20 6 baha.sen@karabuk.edu.tr baha.sen@karabuk.edu.tr UH work_n5rnfgtllvgutm66o3h5asc6ju 20 7 . . . work_n5rnfgtllvgutm66o3h5asc6ju 21 1 Available available JJ work_n5rnfgtllvgutm66o3h5asc6ju 21 2 online online RB work_n5rnfgtllvgutm66o3h5asc6ju 21 3 at at IN work_n5rnfgtllvgutm66o3h5asc6ju 21 4 www.sciencedirect.com www.sciencedirect.com ADD work_n5rnfgtllvgutm66o3h5asc6ju 21 5 Open open JJ work_n5rnfgtllvgutm66o3h5asc6ju 21 6 access access NN work_n5rnfgtllvgutm66o3h5asc6ju 21 7 under under IN work_n5rnfgtllvgutm66o3h5asc6ju 21 8 CC CC NNP work_n5rnfgtllvgutm66o3h5asc6ju 21 9 BY BY NNP work_n5rnfgtllvgutm66o3h5asc6ju 21 10 - - HYPH work_n5rnfgtllvgutm66o3h5asc6ju 21 11 NC NC NNP work_n5rnfgtllvgutm66o3h5asc6ju 21 12 - - HYPH work_n5rnfgtllvgutm66o3h5asc6ju 21 13 ND ND NNP work_n5rnfgtllvgutm66o3h5asc6ju 21 14 license license NN work_n5rnfgtllvgutm66o3h5asc6ju 21 15 . . . work_n5rnfgtllvgutm66o3h5asc6ju 22 1 Open open JJ work_n5rnfgtllvgutm66o3h5asc6ju 22 2 access access NN work_n5rnfgtllvgutm66o3h5asc6ju 22 3 under under IN work_n5rnfgtllvgutm66o3h5asc6ju 22 4 CC CC NNP work_n5rnfgtllvgutm66o3h5asc6ju 22 5 BY BY NNP work_n5rnfgtllvgutm66o3h5asc6ju 22 6 - - HYPH work_n5rnfgtllvgutm66o3h5asc6ju 22 7 NC NC NNP work_n5rnfgtllvgutm66o3h5asc6ju 22 8 - - HYPH work_n5rnfgtllvgutm66o3h5asc6ju 22 9 ND ND NNP work_n5rnfgtllvgutm66o3h5asc6ju 22 10 license license NN work_n5rnfgtllvgutm66o3h5asc6ju 22 11 . . . work_n5rnfgtllvgutm66o3h5asc6ju 23 1 http://creativecommons.org/licenses/by-nc-nd/3.0/ http://creativecommons.org/licenses/by-nc-nd/3.0/ NNP work_n5rnfgtllvgutm66o3h5asc6ju 23 2 http://creativecommons.org/licenses/by-nc-nd/3.0/ http://creativecommons.org/licenses/by-nc-nd/3.0/ NNP work_n5rnfgtllvgutm66o3h5asc6ju 23 3 263 263 CD work_n5rnfgtllvgutm66o3h5asc6ju 23 4 Baha Baha NNP work_n5rnfgtllvgutm66o3h5asc6ju 23 5 Sen Sen NNP work_n5rnfgtllvgutm66o3h5asc6ju 23 6 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 23 7 Emine Emine NNP work_n5rnfgtllvgutm66o3h5asc6ju 23 8 Ucar Ucar NNP work_n5rnfgtllvgutm66o3h5asc6ju 23 9 / / SYM work_n5rnfgtllvgutm66o3h5asc6ju 23 10 Procedia Procedia NNP work_n5rnfgtllvgutm66o3h5asc6ju 23 11 Technology Technology NNP work_n5rnfgtllvgutm66o3h5asc6ju 23 12 1 1 CD work_n5rnfgtllvgutm66o3h5asc6ju 23 13 ( ( -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 23 14 2012 2012 CD work_n5rnfgtllvgutm66o3h5asc6ju 23 15 ) ) -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 23 16 262 262 CD work_n5rnfgtllvgutm66o3h5asc6ju 23 17 – – : work_n5rnfgtllvgutm66o3h5asc6ju 23 18 267 267 CD work_n5rnfgtllvgutm66o3h5asc6ju 23 19 A a DT work_n5rnfgtllvgutm66o3h5asc6ju 23 20 data data NN work_n5rnfgtllvgutm66o3h5asc6ju 23 21 mining mining NN work_n5rnfgtllvgutm66o3h5asc6ju 23 22 application application NN work_n5rnfgtllvgutm66o3h5asc6ju 23 23 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 23 24 which which WDT work_n5rnfgtllvgutm66o3h5asc6ju 23 25 defining defining NN work_n5rnfgtllvgutm66o3h5asc6ju 23 26 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 23 27 student student NN work_n5rnfgtllvgutm66o3h5asc6ju 23 28 characteristics characteristic NNS work_n5rnfgtllvgutm66o3h5asc6ju 23 29 are be VBP work_n5rnfgtllvgutm66o3h5asc6ju 23 30 used use VBN work_n5rnfgtllvgutm66o3h5asc6ju 23 31 for for IN work_n5rnfgtllvgutm66o3h5asc6ju 23 32 measuring measure VBG work_n5rnfgtllvgutm66o3h5asc6ju 23 33 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 23 34 satisfaction satisfaction NN work_n5rnfgtllvgutm66o3h5asc6ju 23 35 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 23 36 students student NNS work_n5rnfgtllvgutm66o3h5asc6ju 23 37 at at IN work_n5rnfgtllvgutm66o3h5asc6ju 23 38 higher high JJR work_n5rnfgtllvgutm66o3h5asc6ju 23 39 education education NN work_n5rnfgtllvgutm66o3h5asc6ju 23 40 was be VBD work_n5rnfgtllvgutm66o3h5asc6ju 23 41 performed perform VBN work_n5rnfgtllvgutm66o3h5asc6ju 23 42 by by IN work_n5rnfgtllvgutm66o3h5asc6ju 23 43 Luan Luan NNP work_n5rnfgtllvgutm66o3h5asc6ju 23 44 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 23 45 2002 2002 CD work_n5rnfgtllvgutm66o3h5asc6ju 23 46 [ [ -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 23 47 3 3 CD work_n5rnfgtllvgutm66o3h5asc6ju 23 48 ] ] -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 23 49 . . . work_n5rnfgtllvgutm66o3h5asc6ju 24 1 Maltepe Maltepe NNP work_n5rnfgtllvgutm66o3h5asc6ju 24 2 University University NNP work_n5rnfgtllvgutm66o3h5asc6ju 24 3 students student NNS work_n5rnfgtllvgutm66o3h5asc6ju 24 4 identifying identify VBG work_n5rnfgtllvgutm66o3h5asc6ju 24 5 characteristics characteristic NNS work_n5rnfgtllvgutm66o3h5asc6ju 24 6 had have VBD work_n5rnfgtllvgutm66o3h5asc6ju 24 7 been be VBN work_n5rnfgtllvgutm66o3h5asc6ju 24 8 clustered cluster VBN work_n5rnfgtllvgutm66o3h5asc6ju 24 9 using use VBG work_n5rnfgtllvgutm66o3h5asc6ju 24 10 K K NNP work_n5rnfgtllvgutm66o3h5asc6ju 24 11 - - HYPH work_n5rnfgtllvgutm66o3h5asc6ju 24 12 means means NNP work_n5rnfgtllvgutm66o3h5asc6ju 24 13 algorithm algorithm NNP work_n5rnfgtllvgutm66o3h5asc6ju 24 14 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 24 15 2005 2005 CD work_n5rnfgtllvgutm66o3h5asc6ju 24 16 by by IN work_n5rnfgtllvgutm66o3h5asc6ju 24 17 Erdoğan Erdoğan NNP work_n5rnfgtllvgutm66o3h5asc6ju 24 18 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 24 19 Timor Timor NNP work_n5rnfgtllvgutm66o3h5asc6ju 24 20 . . . work_n5rnfgtllvgutm66o3h5asc6ju 25 1 In in IN work_n5rnfgtllvgutm66o3h5asc6ju 25 2 that that DT work_n5rnfgtllvgutm66o3h5asc6ju 25 3 study study NN work_n5rnfgtllvgutm66o3h5asc6ju 25 4 722 722 CD work_n5rnfgtllvgutm66o3h5asc6ju 25 5 students student NNS work_n5rnfgtllvgutm66o3h5asc6ju 25 6 ’ ’ POS work_n5rnfgtllvgutm66o3h5asc6ju 25 7 data datum NNS work_n5rnfgtllvgutm66o3h5asc6ju 25 8 was be VBD work_n5rnfgtllvgutm66o3h5asc6ju 25 9 used use VBN work_n5rnfgtllvgutm66o3h5asc6ju 25 10 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 25 11 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 25 12 relationship relationship NN work_n5rnfgtllvgutm66o3h5asc6ju 25 13 between between IN work_n5rnfgtllvgutm66o3h5asc6ju 25 14 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 25 15 university university NN work_n5rnfgtllvgutm66o3h5asc6ju 25 16 entrance entrance NN work_n5rnfgtllvgutm66o3h5asc6ju 25 17 exam exam NN work_n5rnfgtllvgutm66o3h5asc6ju 25 18 results result NNS work_n5rnfgtllvgutm66o3h5asc6ju 25 19 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 25 20 achievements achievement NNS work_n5rnfgtllvgutm66o3h5asc6ju 25 21 was be VBD work_n5rnfgtllvgutm66o3h5asc6ju 25 22 examined examine VBN work_n5rnfgtllvgutm66o3h5asc6ju 25 23 [ [ -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 25 24 4 4 CD work_n5rnfgtllvgutm66o3h5asc6ju 25 25 ] ] -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 25 26 . . . work_n5rnfgtllvgutm66o3h5asc6ju 26 1 Vranić Vranić NNP work_n5rnfgtllvgutm66o3h5asc6ju 26 2 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 26 3 Skoćır Skoćır NNP work_n5rnfgtllvgutm66o3h5asc6ju 26 4 was be VBD work_n5rnfgtllvgutm66o3h5asc6ju 26 5 examined examine VBN work_n5rnfgtllvgutm66o3h5asc6ju 26 6 how how WRB work_n5rnfgtllvgutm66o3h5asc6ju 26 7 to to TO work_n5rnfgtllvgutm66o3h5asc6ju 26 8 improve improve VB work_n5rnfgtllvgutm66o3h5asc6ju 26 9 some some DT work_n5rnfgtllvgutm66o3h5asc6ju 26 10 aspects aspect NNS work_n5rnfgtllvgutm66o3h5asc6ju 26 11 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 26 12 educational educational JJ work_n5rnfgtllvgutm66o3h5asc6ju 26 13 quality quality NN work_n5rnfgtllvgutm66o3h5asc6ju 26 14 with with IN work_n5rnfgtllvgutm66o3h5asc6ju 26 15 data datum NNS work_n5rnfgtllvgutm66o3h5asc6ju 26 16 mining mining NN work_n5rnfgtllvgutm66o3h5asc6ju 26 17 algorithms algorithm NNS work_n5rnfgtllvgutm66o3h5asc6ju 26 18 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 26 19 techniques technique NNS work_n5rnfgtllvgutm66o3h5asc6ju 26 20 by by IN work_n5rnfgtllvgutm66o3h5asc6ju 26 21 taking take VBG work_n5rnfgtllvgutm66o3h5asc6ju 26 22 a a DT work_n5rnfgtllvgutm66o3h5asc6ju 26 23 specific specific JJ work_n5rnfgtllvgutm66o3h5asc6ju 26 24 course course NN work_n5rnfgtllvgutm66o3h5asc6ju 26 25 students student NNS work_n5rnfgtllvgutm66o3h5asc6ju 26 26 as as IN work_n5rnfgtllvgutm66o3h5asc6ju 26 27 target target NN work_n5rnfgtllvgutm66o3h5asc6ju 26 28 audience audience NN work_n5rnfgtllvgutm66o3h5asc6ju 26 29 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 26 30 academic academic JJ work_n5rnfgtllvgutm66o3h5asc6ju 26 31 environments environment NNS work_n5rnfgtllvgutm66o3h5asc6ju 26 32 [ [ -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 26 33 5 5 CD work_n5rnfgtllvgutm66o3h5asc6ju 26 34 ] ] -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 26 35 . . . work_n5rnfgtllvgutm66o3h5asc6ju 27 1 In in IN work_n5rnfgtllvgutm66o3h5asc6ju 27 2 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 27 3 second second JJ work_n5rnfgtllvgutm66o3h5asc6ju 27 4 part part NN work_n5rnfgtllvgutm66o3h5asc6ju 27 5 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 27 6 this this DT work_n5rnfgtllvgutm66o3h5asc6ju 27 7 study study NN work_n5rnfgtllvgutm66o3h5asc6ju 27 8 traditional traditional JJ work_n5rnfgtllvgutm66o3h5asc6ju 27 9 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 27 10 distance distance NN work_n5rnfgtllvgutm66o3h5asc6ju 27 11 education education NN work_n5rnfgtllvgutm66o3h5asc6ju 27 12 concepts concept NNS work_n5rnfgtllvgutm66o3h5asc6ju 27 13 were be VBD work_n5rnfgtllvgutm66o3h5asc6ju 27 14 examined examine VBN work_n5rnfgtllvgutm66o3h5asc6ju 27 15 . . . work_n5rnfgtllvgutm66o3h5asc6ju 28 1 In in IN work_n5rnfgtllvgutm66o3h5asc6ju 28 2 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 28 3 third third JJ work_n5rnfgtllvgutm66o3h5asc6ju 28 4 section section NN work_n5rnfgtllvgutm66o3h5asc6ju 28 5 a a DT work_n5rnfgtllvgutm66o3h5asc6ju 28 6 data data NN work_n5rnfgtllvgutm66o3h5asc6ju 28 7 mining mining NN work_n5rnfgtllvgutm66o3h5asc6ju 28 8 application application NN work_n5rnfgtllvgutm66o3h5asc6ju 28 9 was be VBD work_n5rnfgtllvgutm66o3h5asc6ju 28 10 developed develop VBN work_n5rnfgtllvgutm66o3h5asc6ju 28 11 with with IN work_n5rnfgtllvgutm66o3h5asc6ju 28 12 using use VBG work_n5rnfgtllvgutm66o3h5asc6ju 28 13 data datum NNS work_n5rnfgtllvgutm66o3h5asc6ju 28 14 from from IN work_n5rnfgtllvgutm66o3h5asc6ju 28 15 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 28 16 Karabük Karabük NNP work_n5rnfgtllvgutm66o3h5asc6ju 28 17 University University NNP work_n5rnfgtllvgutm66o3h5asc6ju 28 18 Computer Computer NNP work_n5rnfgtllvgutm66o3h5asc6ju 28 19 Engineering Engineering NNP work_n5rnfgtllvgutm66o3h5asc6ju 28 20 Department Department NNP work_n5rnfgtllvgutm66o3h5asc6ju 28 21 students student NNS work_n5rnfgtllvgutm66o3h5asc6ju 28 22 . . . work_n5rnfgtllvgutm66o3h5asc6ju 29 1 In in IN work_n5rnfgtllvgutm66o3h5asc6ju 29 2 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 29 3 conclusion conclusion NN work_n5rnfgtllvgutm66o3h5asc6ju 29 4 sharing share VBG work_n5rnfgtllvgutm66o3h5asc6ju 29 5 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 29 6 experiences experience NNS work_n5rnfgtllvgutm66o3h5asc6ju 29 7 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 29 8 findings finding NNS work_n5rnfgtllvgutm66o3h5asc6ju 29 9 obtained obtain VBN work_n5rnfgtllvgutm66o3h5asc6ju 29 10 from from IN work_n5rnfgtllvgutm66o3h5asc6ju 29 11 this this DT work_n5rnfgtllvgutm66o3h5asc6ju 29 12 application application NN work_n5rnfgtllvgutm66o3h5asc6ju 29 13 is be VBZ work_n5rnfgtllvgutm66o3h5asc6ju 29 14 intended intend VBN work_n5rnfgtllvgutm66o3h5asc6ju 29 15 . . . work_n5rnfgtllvgutm66o3h5asc6ju 30 1 2 2 LS work_n5rnfgtllvgutm66o3h5asc6ju 30 2 . . . work_n5rnfgtllvgutm66o3h5asc6ju 31 1 Formal Formal NNP work_n5rnfgtllvgutm66o3h5asc6ju 31 2 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 31 3 Distance Distance NNP work_n5rnfgtllvgutm66o3h5asc6ju 31 4 Education Education NNP work_n5rnfgtllvgutm66o3h5asc6ju 31 5 Formal Formal NNP work_n5rnfgtllvgutm66o3h5asc6ju 31 6 education education NN work_n5rnfgtllvgutm66o3h5asc6ju 31 7 is be VBZ work_n5rnfgtllvgutm66o3h5asc6ju 31 8 a a DT work_n5rnfgtllvgutm66o3h5asc6ju 31 9 regular regular JJ work_n5rnfgtllvgutm66o3h5asc6ju 31 10 education education NN work_n5rnfgtllvgutm66o3h5asc6ju 31 11 that that WDT work_n5rnfgtllvgutm66o3h5asc6ju 31 12 uses use VBZ work_n5rnfgtllvgutm66o3h5asc6ju 31 13 programs program NNS work_n5rnfgtllvgutm66o3h5asc6ju 31 14 prepared prepare VBN work_n5rnfgtllvgutm66o3h5asc6ju 31 15 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 31 16 accordance accordance NN work_n5rnfgtllvgutm66o3h5asc6ju 31 17 with with IN work_n5rnfgtllvgutm66o3h5asc6ju 31 18 a a DT work_n5rnfgtllvgutm66o3h5asc6ju 31 19 purpose purpose NN work_n5rnfgtllvgutm66o3h5asc6ju 31 20 for for IN work_n5rnfgtllvgutm66o3h5asc6ju 31 21 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 31 22 same same JJ work_n5rnfgtllvgutm66o3h5asc6ju 31 23 level level NN work_n5rnfgtllvgutm66o3h5asc6ju 31 24 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 31 25 certain certain JJ work_n5rnfgtllvgutm66o3h5asc6ju 31 26 age age NN work_n5rnfgtllvgutm66o3h5asc6ju 31 27 group group NN work_n5rnfgtllvgutm66o3h5asc6ju 31 28 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 31 29 individuals individual NNS work_n5rnfgtllvgutm66o3h5asc6ju 31 30 at at IN work_n5rnfgtllvgutm66o3h5asc6ju 31 31 a a DT work_n5rnfgtllvgutm66o3h5asc6ju 31 32 school school NN work_n5rnfgtllvgutm66o3h5asc6ju 31 33 building building NN work_n5rnfgtllvgutm66o3h5asc6ju 31 34 . . . work_n5rnfgtllvgutm66o3h5asc6ju 32 1 Formal formal JJ work_n5rnfgtllvgutm66o3h5asc6ju 32 2 education education NN work_n5rnfgtllvgutm66o3h5asc6ju 32 3 includes include VBZ work_n5rnfgtllvgutm66o3h5asc6ju 32 4 institutions institution NNS work_n5rnfgtllvgutm66o3h5asc6ju 32 5 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 32 6 preschool preschool NN work_n5rnfgtllvgutm66o3h5asc6ju 32 7 , , , work_n5rnfgtllvgutm66o3h5asc6ju 32 8 primary primary JJ work_n5rnfgtllvgutm66o3h5asc6ju 32 9 , , , work_n5rnfgtllvgutm66o3h5asc6ju 32 10 secondary secondary JJ work_n5rnfgtllvgutm66o3h5asc6ju 32 11 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 32 12 higher high JJR work_n5rnfgtllvgutm66o3h5asc6ju 32 13 education education NN work_n5rnfgtllvgutm66o3h5asc6ju 32 14 [ [ -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 32 15 6 6 CD work_n5rnfgtllvgutm66o3h5asc6ju 32 16 ] ] -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 32 17 . . . work_n5rnfgtllvgutm66o3h5asc6ju 33 1 Distance distance NN work_n5rnfgtllvgutm66o3h5asc6ju 33 2 education education NN work_n5rnfgtllvgutm66o3h5asc6ju 33 3 is be VBZ work_n5rnfgtllvgutm66o3h5asc6ju 33 4 an an DT work_n5rnfgtllvgutm66o3h5asc6ju 33 5 education education NN work_n5rnfgtllvgutm66o3h5asc6ju 33 6 that that WDT work_n5rnfgtllvgutm66o3h5asc6ju 33 7 is be VBZ work_n5rnfgtllvgutm66o3h5asc6ju 33 8 realized realize VBN work_n5rnfgtllvgutm66o3h5asc6ju 33 9 with with IN work_n5rnfgtllvgutm66o3h5asc6ju 33 10 educator educator NN work_n5rnfgtllvgutm66o3h5asc6ju 33 11 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 33 12 students student NNS work_n5rnfgtllvgutm66o3h5asc6ju 33 13 without without IN work_n5rnfgtllvgutm66o3h5asc6ju 33 14 being be VBG work_n5rnfgtllvgutm66o3h5asc6ju 33 15 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 33 16 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 33 17 same same JJ work_n5rnfgtllvgutm66o3h5asc6ju 33 18 place place NN work_n5rnfgtllvgutm66o3h5asc6ju 33 19 . . . work_n5rnfgtllvgutm66o3h5asc6ju 34 1 This this DT work_n5rnfgtllvgutm66o3h5asc6ju 34 2 feature feature NN work_n5rnfgtllvgutm66o3h5asc6ju 34 3 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 34 4 distance distance NN work_n5rnfgtllvgutm66o3h5asc6ju 34 5 education education NN work_n5rnfgtllvgutm66o3h5asc6ju 34 6 provides provide VBZ work_n5rnfgtllvgutm66o3h5asc6ju 34 7 opportunity opportunity NN work_n5rnfgtllvgutm66o3h5asc6ju 34 8 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 34 9 learning learn VBG work_n5rnfgtllvgutm66o3h5asc6ju 34 10 for for IN work_n5rnfgtllvgutm66o3h5asc6ju 34 11 anyone anyone NN work_n5rnfgtllvgutm66o3h5asc6ju 34 12 at at IN work_n5rnfgtllvgutm66o3h5asc6ju 34 13 any any DT work_n5rnfgtllvgutm66o3h5asc6ju 34 14 age age NN work_n5rnfgtllvgutm66o3h5asc6ju 34 15 , , , work_n5rnfgtllvgutm66o3h5asc6ju 34 16 place place NN work_n5rnfgtllvgutm66o3h5asc6ju 34 17 , , , work_n5rnfgtllvgutm66o3h5asc6ju 34 18 time time NN work_n5rnfgtllvgutm66o3h5asc6ju 34 19 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 34 20 speed speed NN work_n5rnfgtllvgutm66o3h5asc6ju 34 21 [ [ -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 34 22 7 7 CD work_n5rnfgtllvgutm66o3h5asc6ju 34 23 ] ] -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 34 24 . . . work_n5rnfgtllvgutm66o3h5asc6ju 35 1 The the DT work_n5rnfgtllvgutm66o3h5asc6ju 35 2 most most RBS work_n5rnfgtllvgutm66o3h5asc6ju 35 3 obvious obvious JJ work_n5rnfgtllvgutm66o3h5asc6ju 35 4 difference difference NN work_n5rnfgtllvgutm66o3h5asc6ju 35 5 between between IN work_n5rnfgtllvgutm66o3h5asc6ju 35 6 distance distance NN work_n5rnfgtllvgutm66o3h5asc6ju 35 7 education education NN work_n5rnfgtllvgutm66o3h5asc6ju 35 8 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 35 9 classical classical JJ work_n5rnfgtllvgutm66o3h5asc6ju 35 10 education education NN work_n5rnfgtllvgutm66o3h5asc6ju 35 11 is be VBZ work_n5rnfgtllvgutm66o3h5asc6ju 35 12 completing complete VBG work_n5rnfgtllvgutm66o3h5asc6ju 35 13 their -PRON- PRP$ work_n5rnfgtllvgutm66o3h5asc6ju 35 14 education education NN work_n5rnfgtllvgutm66o3h5asc6ju 35 15 ( ( -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 35 16 primary primary JJ work_n5rnfgtllvgutm66o3h5asc6ju 35 17 , , , work_n5rnfgtllvgutm66o3h5asc6ju 35 18 secondary secondary JJ work_n5rnfgtllvgutm66o3h5asc6ju 35 19 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 35 20 higher high JJR work_n5rnfgtllvgutm66o3h5asc6ju 35 21 education education NN work_n5rnfgtllvgutm66o3h5asc6ju 35 22 ) ) -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 35 23 without without IN work_n5rnfgtllvgutm66o3h5asc6ju 35 24 going go VBG work_n5rnfgtllvgutm66o3h5asc6ju 35 25 to to IN work_n5rnfgtllvgutm66o3h5asc6ju 35 26 school school NN work_n5rnfgtllvgutm66o3h5asc6ju 35 27 , , , work_n5rnfgtllvgutm66o3h5asc6ju 35 28 leaving leave VBG work_n5rnfgtllvgutm66o3h5asc6ju 35 29 their -PRON- PRP$ work_n5rnfgtllvgutm66o3h5asc6ju 35 30 jobs job NNS work_n5rnfgtllvgutm66o3h5asc6ju 35 31 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 35 32 leaving leave VBG work_n5rnfgtllvgutm66o3h5asc6ju 35 33 their -PRON- PRP$ work_n5rnfgtllvgutm66o3h5asc6ju 35 34 private private JJ work_n5rnfgtllvgutm66o3h5asc6ju 35 35 lives life NNS work_n5rnfgtllvgutm66o3h5asc6ju 35 36 . . . work_n5rnfgtllvgutm66o3h5asc6ju 36 1 3 3 LS work_n5rnfgtllvgutm66o3h5asc6ju 36 2 . . . work_n5rnfgtllvgutm66o3h5asc6ju 37 1 Methodology Methodology NNP work_n5rnfgtllvgutm66o3h5asc6ju 37 2 Data Data NNP work_n5rnfgtllvgutm66o3h5asc6ju 37 3 mining mining NN work_n5rnfgtllvgutm66o3h5asc6ju 37 4 is be VBZ work_n5rnfgtllvgutm66o3h5asc6ju 37 5 relatively relatively RB work_n5rnfgtllvgutm66o3h5asc6ju 37 6 a a DT work_n5rnfgtllvgutm66o3h5asc6ju 37 7 new new JJ work_n5rnfgtllvgutm66o3h5asc6ju 37 8 technique technique NN work_n5rnfgtllvgutm66o3h5asc6ju 37 9 to to IN work_n5rnfgtllvgutm66o3h5asc6ju 37 10 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 37 11 world world NN work_n5rnfgtllvgutm66o3h5asc6ju 37 12 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 37 13 information information NN work_n5rnfgtllvgutm66o3h5asc6ju 37 14 sciences science NNS work_n5rnfgtllvgutm66o3h5asc6ju 37 15 . . . work_n5rnfgtllvgutm66o3h5asc6ju 38 1 Successful successful JJ work_n5rnfgtllvgutm66o3h5asc6ju 38 2 implementation implementation NN work_n5rnfgtllvgutm66o3h5asc6ju 38 3 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 38 4 this this DT work_n5rnfgtllvgutm66o3h5asc6ju 38 5 technique technique NN work_n5rnfgtllvgutm66o3h5asc6ju 38 6 requires require VBZ work_n5rnfgtllvgutm66o3h5asc6ju 38 7 a a DT work_n5rnfgtllvgutm66o3h5asc6ju 38 8 sound sound JJ work_n5rnfgtllvgutm66o3h5asc6ju 38 9 methodology methodology NN work_n5rnfgtllvgutm66o3h5asc6ju 38 10 built build VBN work_n5rnfgtllvgutm66o3h5asc6ju 38 11 on on IN work_n5rnfgtllvgutm66o3h5asc6ju 38 12 best good JJS work_n5rnfgtllvgutm66o3h5asc6ju 38 13 practices practice NNS work_n5rnfgtllvgutm66o3h5asc6ju 38 14 . . . work_n5rnfgtllvgutm66o3h5asc6ju 39 1 In in IN work_n5rnfgtllvgutm66o3h5asc6ju 39 2 this this DT work_n5rnfgtllvgutm66o3h5asc6ju 39 3 research research NN work_n5rnfgtllvgutm66o3h5asc6ju 39 4 study study NN work_n5rnfgtllvgutm66o3h5asc6ju 39 5 , , , work_n5rnfgtllvgutm66o3h5asc6ju 39 6 we -PRON- PRP work_n5rnfgtllvgutm66o3h5asc6ju 39 7 followed follow VBD work_n5rnfgtllvgutm66o3h5asc6ju 39 8 a a DT work_n5rnfgtllvgutm66o3h5asc6ju 39 9 popular popular JJ work_n5rnfgtllvgutm66o3h5asc6ju 39 10 data datum NNS work_n5rnfgtllvgutm66o3h5asc6ju 39 11 mining mining NN work_n5rnfgtllvgutm66o3h5asc6ju 39 12 methodology methodology NN work_n5rnfgtllvgutm66o3h5asc6ju 39 13 called call VBD work_n5rnfgtllvgutm66o3h5asc6ju 39 14 Cross Cross NNP work_n5rnfgtllvgutm66o3h5asc6ju 39 15 Industry Industry NNP work_n5rnfgtllvgutm66o3h5asc6ju 39 16 Standard Standard NNP work_n5rnfgtllvgutm66o3h5asc6ju 39 17 Process Process NNP work_n5rnfgtllvgutm66o3h5asc6ju 39 18 for for IN work_n5rnfgtllvgutm66o3h5asc6ju 39 19 Data Data NNP work_n5rnfgtllvgutm66o3h5asc6ju 39 20 Mining Mining NNP work_n5rnfgtllvgutm66o3h5asc6ju 39 21 ( ( -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 39 22 CRISP CRISP NNP work_n5rnfgtllvgutm66o3h5asc6ju 39 23 - - HYPH work_n5rnfgtllvgutm66o3h5asc6ju 39 24 DM DM NNP work_n5rnfgtllvgutm66o3h5asc6ju 39 25 ) ) -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 39 26 , , , work_n5rnfgtllvgutm66o3h5asc6ju 39 27 which which WDT work_n5rnfgtllvgutm66o3h5asc6ju 39 28 is be VBZ work_n5rnfgtllvgutm66o3h5asc6ju 39 29 a a DT work_n5rnfgtllvgutm66o3h5asc6ju 39 30 six six CD work_n5rnfgtllvgutm66o3h5asc6ju 39 31 - - HYPH work_n5rnfgtllvgutm66o3h5asc6ju 39 32 step step NN work_n5rnfgtllvgutm66o3h5asc6ju 39 33 process process NN work_n5rnfgtllvgutm66o3h5asc6ju 39 34 [ [ -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 39 35 8 8 CD work_n5rnfgtllvgutm66o3h5asc6ju 39 36 ] ] -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 39 37 : : : work_n5rnfgtllvgutm66o3h5asc6ju 39 38 Problem problem NN work_n5rnfgtllvgutm66o3h5asc6ju 39 39 description description NN work_n5rnfgtllvgutm66o3h5asc6ju 39 40 : : : work_n5rnfgtllvgutm66o3h5asc6ju 39 41 Involves involve VBZ work_n5rnfgtllvgutm66o3h5asc6ju 39 42 understanding understanding NN work_n5rnfgtllvgutm66o3h5asc6ju 39 43 project project NN work_n5rnfgtllvgutm66o3h5asc6ju 39 44 goals goal NNS work_n5rnfgtllvgutm66o3h5asc6ju 39 45 with with IN work_n5rnfgtllvgutm66o3h5asc6ju 39 46 business business NN work_n5rnfgtllvgutm66o3h5asc6ju 39 47 perspective perspective NN work_n5rnfgtllvgutm66o3h5asc6ju 39 48 , , , work_n5rnfgtllvgutm66o3h5asc6ju 39 49 transforming transform VBG work_n5rnfgtllvgutm66o3h5asc6ju 39 50 this this DT work_n5rnfgtllvgutm66o3h5asc6ju 39 51 information information NN work_n5rnfgtllvgutm66o3h5asc6ju 39 52 into into IN work_n5rnfgtllvgutm66o3h5asc6ju 39 53 data datum NNS work_n5rnfgtllvgutm66o3h5asc6ju 39 54 mining mining NN work_n5rnfgtllvgutm66o3h5asc6ju 39 55 problem problem NN work_n5rnfgtllvgutm66o3h5asc6ju 39 56 description description NN work_n5rnfgtllvgutm66o3h5asc6ju 39 57 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 39 58 making make VBG work_n5rnfgtllvgutm66o3h5asc6ju 39 59 project project NN work_n5rnfgtllvgutm66o3h5asc6ju 39 60 plan plan NN work_n5rnfgtllvgutm66o3h5asc6ju 39 61 to to TO work_n5rnfgtllvgutm66o3h5asc6ju 39 62 reach reach VB work_n5rnfgtllvgutm66o3h5asc6ju 39 63 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 39 64 related related JJ work_n5rnfgtllvgutm66o3h5asc6ju 39 65 goals goal NNS work_n5rnfgtllvgutm66o3h5asc6ju 39 66 . . . work_n5rnfgtllvgutm66o3h5asc6ju 40 1 Understanding understand VBG work_n5rnfgtllvgutm66o3h5asc6ju 40 2 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 40 3 data datum NNS work_n5rnfgtllvgutm66o3h5asc6ju 40 4 : : : work_n5rnfgtllvgutm66o3h5asc6ju 40 5 Involves involve NNS work_n5rnfgtllvgutm66o3h5asc6ju 40 6 identifying identify VBG work_n5rnfgtllvgutm66o3h5asc6ju 40 7 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 40 8 sources source NNS work_n5rnfgtllvgutm66o3h5asc6ju 40 9 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 40 10 data datum NNS work_n5rnfgtllvgutm66o3h5asc6ju 40 11 , , , work_n5rnfgtllvgutm66o3h5asc6ju 40 12 obtaining obtain VBG work_n5rnfgtllvgutm66o3h5asc6ju 40 13 an an DT work_n5rnfgtllvgutm66o3h5asc6ju 40 14 initial initial JJ work_n5rnfgtllvgutm66o3h5asc6ju 40 15 set set NN work_n5rnfgtllvgutm66o3h5asc6ju 40 16 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 40 17 data datum NNS work_n5rnfgtllvgutm66o3h5asc6ju 40 18 to to TO work_n5rnfgtllvgutm66o3h5asc6ju 40 19 assess assess VB work_n5rnfgtllvgutm66o3h5asc6ju 40 20 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 40 21 information information NN work_n5rnfgtllvgutm66o3h5asc6ju 40 22 coverage coverage NN work_n5rnfgtllvgutm66o3h5asc6ju 40 23 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 40 24 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 40 25 data datum NNS work_n5rnfgtllvgutm66o3h5asc6ju 40 26 for for IN work_n5rnfgtllvgutm66o3h5asc6ju 40 27 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 40 28 problem problem NN work_n5rnfgtllvgutm66o3h5asc6ju 40 29 on on IN work_n5rnfgtllvgutm66o3h5asc6ju 40 30 hand hand NN work_n5rnfgtllvgutm66o3h5asc6ju 40 31 . . . work_n5rnfgtllvgutm66o3h5asc6ju 41 1 Preparing prepare VBG work_n5rnfgtllvgutm66o3h5asc6ju 41 2 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 41 3 data datum NNS work_n5rnfgtllvgutm66o3h5asc6ju 41 4 : : : work_n5rnfgtllvgutm66o3h5asc6ju 41 5 Involves involve VBZ work_n5rnfgtllvgutm66o3h5asc6ju 41 6 pre pre JJ work_n5rnfgtllvgutm66o3h5asc6ju 41 7 - - JJ work_n5rnfgtllvgutm66o3h5asc6ju 41 8 processing process VBG work_n5rnfgtllvgutm66o3h5asc6ju 41 9 , , , work_n5rnfgtllvgutm66o3h5asc6ju 41 10 cleaning cleaning NN work_n5rnfgtllvgutm66o3h5asc6ju 41 11 , , , work_n5rnfgtllvgutm66o3h5asc6ju 41 12 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 41 13 transforming transform VBG work_n5rnfgtllvgutm66o3h5asc6ju 41 14 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 41 15 relevant relevant JJ work_n5rnfgtllvgutm66o3h5asc6ju 41 16 data data NN work_n5rnfgtllvgutm66o3h5asc6ju 41 17 into into IN work_n5rnfgtllvgutm66o3h5asc6ju 41 18 a a DT work_n5rnfgtllvgutm66o3h5asc6ju 41 19 form form NN work_n5rnfgtllvgutm66o3h5asc6ju 41 20 that that WDT work_n5rnfgtllvgutm66o3h5asc6ju 41 21 can can MD work_n5rnfgtllvgutm66o3h5asc6ju 41 22 be be VB work_n5rnfgtllvgutm66o3h5asc6ju 41 23 used use VBN work_n5rnfgtllvgutm66o3h5asc6ju 41 24 by by IN work_n5rnfgtllvgutm66o3h5asc6ju 41 25 data datum NNS work_n5rnfgtllvgutm66o3h5asc6ju 41 26 mining mining NN work_n5rnfgtllvgutm66o3h5asc6ju 41 27 algorithms algorithm NNS work_n5rnfgtllvgutm66o3h5asc6ju 41 28 . . . work_n5rnfgtllvgutm66o3h5asc6ju 42 1 Creating create VBG work_n5rnfgtllvgutm66o3h5asc6ju 42 2 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 42 3 models model NNS work_n5rnfgtllvgutm66o3h5asc6ju 42 4 : : : work_n5rnfgtllvgutm66o3h5asc6ju 42 5 Involves involve VBZ work_n5rnfgtllvgutm66o3h5asc6ju 42 6 developing develop VBG work_n5rnfgtllvgutm66o3h5asc6ju 42 7 a a DT work_n5rnfgtllvgutm66o3h5asc6ju 42 8 wide wide JJ work_n5rnfgtllvgutm66o3h5asc6ju 42 9 range range NN work_n5rnfgtllvgutm66o3h5asc6ju 42 10 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 42 11 models model NNS work_n5rnfgtllvgutm66o3h5asc6ju 42 12 using use VBG work_n5rnfgtllvgutm66o3h5asc6ju 42 13 comparable comparable JJ work_n5rnfgtllvgutm66o3h5asc6ju 42 14 analytical analytical JJ work_n5rnfgtllvgutm66o3h5asc6ju 42 15 techniques technique NNS work_n5rnfgtllvgutm66o3h5asc6ju 42 16 ( ( -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 42 17 i.e. i.e. FW work_n5rnfgtllvgutm66o3h5asc6ju 42 18 , , , work_n5rnfgtllvgutm66o3h5asc6ju 42 19 selecting select VBG work_n5rnfgtllvgutm66o3h5asc6ju 42 20 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 42 21 appropriate appropriate JJ work_n5rnfgtllvgutm66o3h5asc6ju 42 22 modeling modeling NN work_n5rnfgtllvgutm66o3h5asc6ju 42 23 technique technique NN work_n5rnfgtllvgutm66o3h5asc6ju 42 24 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 42 25 setting set VBG work_n5rnfgtllvgutm66o3h5asc6ju 42 26 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 42 27 parameters parameter NNS work_n5rnfgtllvgutm66o3h5asc6ju 42 28 related relate VBN work_n5rnfgtllvgutm66o3h5asc6ju 42 29 to to IN work_n5rnfgtllvgutm66o3h5asc6ju 42 30 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 42 31 model model NN work_n5rnfgtllvgutm66o3h5asc6ju 42 32 to to IN work_n5rnfgtllvgutm66o3h5asc6ju 42 33 optimal optimal JJ work_n5rnfgtllvgutm66o3h5asc6ju 42 34 values value NNS work_n5rnfgtllvgutm66o3h5asc6ju 42 35 ) ) -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 42 36 . . . work_n5rnfgtllvgutm66o3h5asc6ju 43 1 Evaluating evaluate VBG work_n5rnfgtllvgutm66o3h5asc6ju 43 2 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 43 3 models model NNS work_n5rnfgtllvgutm66o3h5asc6ju 43 4 : : : work_n5rnfgtllvgutm66o3h5asc6ju 43 5 Involves involve NNS work_n5rnfgtllvgutm66o3h5asc6ju 43 6 evaluating evaluate VBG work_n5rnfgtllvgutm66o3h5asc6ju 43 7 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 43 8 assessing assess VBG work_n5rnfgtllvgutm66o3h5asc6ju 43 9 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 43 10 validity validity NN work_n5rnfgtllvgutm66o3h5asc6ju 43 11 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 43 12 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 43 13 utility utility NN work_n5rnfgtllvgutm66o3h5asc6ju 43 14 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 43 15 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 43 16 models model NNS work_n5rnfgtllvgutm66o3h5asc6ju 43 17 against against IN work_n5rnfgtllvgutm66o3h5asc6ju 43 18 each each DT work_n5rnfgtllvgutm66o3h5asc6ju 43 19 other other JJ work_n5rnfgtllvgutm66o3h5asc6ju 43 20 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 43 21 against against IN work_n5rnfgtllvgutm66o3h5asc6ju 43 22 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 43 23 goals goal NNS work_n5rnfgtllvgutm66o3h5asc6ju 43 24 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 43 25 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 43 26 study study NN work_n5rnfgtllvgutm66o3h5asc6ju 43 27 . . . work_n5rnfgtllvgutm66o3h5asc6ju 44 1 Using use VBG work_n5rnfgtllvgutm66o3h5asc6ju 44 2 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 44 3 model model NN work_n5rnfgtllvgutm66o3h5asc6ju 44 4 : : : work_n5rnfgtllvgutm66o3h5asc6ju 44 5 Involves involve NNS work_n5rnfgtllvgutm66o3h5asc6ju 44 6 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 44 7 such such JJ work_n5rnfgtllvgutm66o3h5asc6ju 44 8 activities activity NNS work_n5rnfgtllvgutm66o3h5asc6ju 44 9 as as IN work_n5rnfgtllvgutm66o3h5asc6ju 44 10 deploying deploy VBG work_n5rnfgtllvgutm66o3h5asc6ju 44 11 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 44 12 models model NNS work_n5rnfgtllvgutm66o3h5asc6ju 44 13 for for IN work_n5rnfgtllvgutm66o3h5asc6ju 44 14 use use NN work_n5rnfgtllvgutm66o3h5asc6ju 44 15 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 44 16 decision decision NN work_n5rnfgtllvgutm66o3h5asc6ju 44 17 making make VBG work_n5rnfgtllvgutm66o3h5asc6ju 44 18 processes process NNS work_n5rnfgtllvgutm66o3h5asc6ju 44 19 ( ( -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 44 20 i.e. i.e. FW work_n5rnfgtllvgutm66o3h5asc6ju 44 21 , , , work_n5rnfgtllvgutm66o3h5asc6ju 44 22 making make VBG work_n5rnfgtllvgutm66o3h5asc6ju 44 23 it -PRON- PRP work_n5rnfgtllvgutm66o3h5asc6ju 44 24 a a DT work_n5rnfgtllvgutm66o3h5asc6ju 44 25 part part NN work_n5rnfgtllvgutm66o3h5asc6ju 44 26 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 44 27 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 44 28 decision decision NN work_n5rnfgtllvgutm66o3h5asc6ju 44 29 support support NN work_n5rnfgtllvgutm66o3h5asc6ju 44 30 system system NN work_n5rnfgtllvgutm66o3h5asc6ju 44 31 / / SYM work_n5rnfgtllvgutm66o3h5asc6ju 44 32 process process NN work_n5rnfgtllvgutm66o3h5asc6ju 44 33 ) ) -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 44 34 . . . work_n5rnfgtllvgutm66o3h5asc6ju 45 1 A a DT work_n5rnfgtllvgutm66o3h5asc6ju 45 2 graphical graphical JJ work_n5rnfgtllvgutm66o3h5asc6ju 45 3 representation representation NN work_n5rnfgtllvgutm66o3h5asc6ju 45 4 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 45 5 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 45 6 methodology methodology NN work_n5rnfgtllvgutm66o3h5asc6ju 45 7 used use VBN work_n5rnfgtllvgutm66o3h5asc6ju 45 8 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 45 9 this this DT work_n5rnfgtllvgutm66o3h5asc6ju 45 10 study study NN work_n5rnfgtllvgutm66o3h5asc6ju 45 11 is be VBZ work_n5rnfgtllvgutm66o3h5asc6ju 45 12 shown show VBN work_n5rnfgtllvgutm66o3h5asc6ju 45 13 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 45 14 Figure Figure NNP work_n5rnfgtllvgutm66o3h5asc6ju 45 15 1 1 CD work_n5rnfgtllvgutm66o3h5asc6ju 45 16 . . . work_n5rnfgtllvgutm66o3h5asc6ju 46 1 264 264 CD work_n5rnfgtllvgutm66o3h5asc6ju 46 2 Baha Baha NNP work_n5rnfgtllvgutm66o3h5asc6ju 46 3 Sen Sen NNP work_n5rnfgtllvgutm66o3h5asc6ju 46 4 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 46 5 Emine Emine NNP work_n5rnfgtllvgutm66o3h5asc6ju 46 6 Ucar Ucar NNP work_n5rnfgtllvgutm66o3h5asc6ju 46 7 / / SYM work_n5rnfgtllvgutm66o3h5asc6ju 46 8 Procedia Procedia NNP work_n5rnfgtllvgutm66o3h5asc6ju 46 9 Technology Technology NNP work_n5rnfgtllvgutm66o3h5asc6ju 46 10 1 1 CD work_n5rnfgtllvgutm66o3h5asc6ju 46 11 ( ( -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 46 12 2012 2012 CD work_n5rnfgtllvgutm66o3h5asc6ju 46 13 ) ) -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 46 14 262 262 CD work_n5rnfgtllvgutm66o3h5asc6ju 46 15 – – : work_n5rnfgtllvgutm66o3h5asc6ju 46 16 267 267 CD work_n5rnfgtllvgutm66o3h5asc6ju 46 17 Fig.1 fig.1 JJ work_n5rnfgtllvgutm66o3h5asc6ju 46 18 . . . work_n5rnfgtllvgutm66o3h5asc6ju 47 1 A a DT work_n5rnfgtllvgutm66o3h5asc6ju 47 2 graphical graphical JJ work_n5rnfgtllvgutm66o3h5asc6ju 47 3 illustration illustration NN work_n5rnfgtllvgutm66o3h5asc6ju 47 4 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 47 5 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 47 6 methodology methodology NN work_n5rnfgtllvgutm66o3h5asc6ju 47 7 employed employ VBN work_n5rnfgtllvgutm66o3h5asc6ju 47 8 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 47 9 this this DT work_n5rnfgtllvgutm66o3h5asc6ju 47 10 study study NN work_n5rnfgtllvgutm66o3h5asc6ju 47 11 3.1 3.1 CD work_n5rnfgtllvgutm66o3h5asc6ju 47 12 . . . work_n5rnfgtllvgutm66o3h5asc6ju 48 1 Data Data NNP work_n5rnfgtllvgutm66o3h5asc6ju 48 2 In in IN work_n5rnfgtllvgutm66o3h5asc6ju 48 3 this this DT work_n5rnfgtllvgutm66o3h5asc6ju 48 4 study study NN work_n5rnfgtllvgutm66o3h5asc6ju 48 5 3047 3047 CD work_n5rnfgtllvgutm66o3h5asc6ju 48 6 records record NNS work_n5rnfgtllvgutm66o3h5asc6ju 48 7 were be VBD work_n5rnfgtllvgutm66o3h5asc6ju 48 8 used use VBN work_n5rnfgtllvgutm66o3h5asc6ju 48 9 which which WDT work_n5rnfgtllvgutm66o3h5asc6ju 48 10 is be VBZ work_n5rnfgtllvgutm66o3h5asc6ju 48 11 taken take VBN work_n5rnfgtllvgutm66o3h5asc6ju 48 12 by by IN work_n5rnfgtllvgutm66o3h5asc6ju 48 13 Karabük Karabük NNP work_n5rnfgtllvgutm66o3h5asc6ju 48 14 University University NNP work_n5rnfgtllvgutm66o3h5asc6ju 48 15 Computer Computer NNP work_n5rnfgtllvgutm66o3h5asc6ju 48 16 Engineering Engineering NNP work_n5rnfgtllvgutm66o3h5asc6ju 48 17 Department Department NNP work_n5rnfgtllvgutm66o3h5asc6ju 48 18 . . . work_n5rnfgtllvgutm66o3h5asc6ju 49 1 Dataset Dataset NNP work_n5rnfgtllvgutm66o3h5asc6ju 49 2 have have VBP work_n5rnfgtllvgutm66o3h5asc6ju 49 3 students student NNS work_n5rnfgtllvgutm66o3h5asc6ju 49 4 ' ' POS work_n5rnfgtllvgutm66o3h5asc6ju 49 5 information information NN work_n5rnfgtllvgutm66o3h5asc6ju 49 6 such such JJ work_n5rnfgtllvgutm66o3h5asc6ju 49 7 as as IN work_n5rnfgtllvgutm66o3h5asc6ju 49 8 age age NN work_n5rnfgtllvgutm66o3h5asc6ju 49 9 , , , work_n5rnfgtllvgutm66o3h5asc6ju 49 10 gender gender NN work_n5rnfgtllvgutm66o3h5asc6ju 49 11 , , , work_n5rnfgtllvgutm66o3h5asc6ju 49 12 type type NN work_n5rnfgtllvgutm66o3h5asc6ju 49 13 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 49 14 secondary secondary JJ work_n5rnfgtllvgutm66o3h5asc6ju 49 15 school school NN work_n5rnfgtllvgutm66o3h5asc6ju 49 16 graduation graduation NN work_n5rnfgtllvgutm66o3h5asc6ju 49 17 , , , work_n5rnfgtllvgutm66o3h5asc6ju 49 18 whether whether IN work_n5rnfgtllvgutm66o3h5asc6ju 49 19 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 49 20 students student NNS work_n5rnfgtllvgutm66o3h5asc6ju 49 21 study study VBP work_n5rnfgtllvgutm66o3h5asc6ju 49 22 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 49 23 distance distance NN work_n5rnfgtllvgutm66o3h5asc6ju 49 24 education education NN work_n5rnfgtllvgutm66o3h5asc6ju 49 25 or or CC work_n5rnfgtllvgutm66o3h5asc6ju 49 26 regular regular JJ work_n5rnfgtllvgutm66o3h5asc6ju 49 27 education education NN work_n5rnfgtllvgutm66o3h5asc6ju 49 28 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 49 29 their -PRON- PRP$ work_n5rnfgtllvgutm66o3h5asc6ju 49 30 lesson lesson NN work_n5rnfgtllvgutm66o3h5asc6ju 49 31 scores score NNS work_n5rnfgtllvgutm66o3h5asc6ju 49 32 . . . work_n5rnfgtllvgutm66o3h5asc6ju 50 1 And and CC work_n5rnfgtllvgutm66o3h5asc6ju 50 2 also also RB work_n5rnfgtllvgutm66o3h5asc6ju 50 3 dataset dataset VB work_n5rnfgtllvgutm66o3h5asc6ju 50 4 has have VBZ work_n5rnfgtllvgutm66o3h5asc6ju 50 5 information information NN work_n5rnfgtllvgutm66o3h5asc6ju 50 6 about about IN work_n5rnfgtllvgutm66o3h5asc6ju 50 7 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 50 8 lesson lesson NN work_n5rnfgtllvgutm66o3h5asc6ju 50 9 taken take VBN work_n5rnfgtllvgutm66o3h5asc6ju 50 10 by by IN work_n5rnfgtllvgutm66o3h5asc6ju 50 11 students student NNS work_n5rnfgtllvgutm66o3h5asc6ju 50 12 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 50 13 vocational vocational JJ work_n5rnfgtllvgutm66o3h5asc6ju 50 14 lessons lesson NNS work_n5rnfgtllvgutm66o3h5asc6ju 50 15 or or CC work_n5rnfgtllvgutm66o3h5asc6ju 50 16 cultural cultural JJ work_n5rnfgtllvgutm66o3h5asc6ju 50 17 lessons lesson NNS work_n5rnfgtllvgutm66o3h5asc6ju 50 18 . . . work_n5rnfgtllvgutm66o3h5asc6ju 51 1 Table table NN work_n5rnfgtllvgutm66o3h5asc6ju 51 2 1 1 CD work_n5rnfgtllvgutm66o3h5asc6ju 51 3 . . . work_n5rnfgtllvgutm66o3h5asc6ju 52 1 The the DT work_n5rnfgtllvgutm66o3h5asc6ju 52 2 list list NN work_n5rnfgtllvgutm66o3h5asc6ju 52 3 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 52 4 independent independent JJ work_n5rnfgtllvgutm66o3h5asc6ju 52 5 variables variable NNS work_n5rnfgtllvgutm66o3h5asc6ju 52 6 used use VBN work_n5rnfgtllvgutm66o3h5asc6ju 52 7 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 52 8 this this DT work_n5rnfgtllvgutm66o3h5asc6ju 52 9 study study NN work_n5rnfgtllvgutm66o3h5asc6ju 52 10 Variable Variable NNP work_n5rnfgtllvgutm66o3h5asc6ju 52 11 Name Name NNP work_n5rnfgtllvgutm66o3h5asc6ju 52 12 Data Data NNP work_n5rnfgtllvgutm66o3h5asc6ju 52 13 Type Type NNP work_n5rnfgtllvgutm66o3h5asc6ju 52 14 Description Description NNP work_n5rnfgtllvgutm66o3h5asc6ju 52 15 Gender Gender NNP work_n5rnfgtllvgutm66o3h5asc6ju 52 16 Text Text NNP work_n5rnfgtllvgutm66o3h5asc6ju 52 17 Students Students NNP work_n5rnfgtllvgutm66o3h5asc6ju 52 18 ’ ’ POS work_n5rnfgtllvgutm66o3h5asc6ju 52 19 gender gender NN work_n5rnfgtllvgutm66o3h5asc6ju 52 20 Age Age NNP work_n5rnfgtllvgutm66o3h5asc6ju 52 21 Number Number NNP work_n5rnfgtllvgutm66o3h5asc6ju 52 22 Students Students NNP work_n5rnfgtllvgutm66o3h5asc6ju 52 23 ’ ’ POS work_n5rnfgtllvgutm66o3h5asc6ju 52 24 age age NN work_n5rnfgtllvgutm66o3h5asc6ju 52 25 Type Type NNP work_n5rnfgtllvgutm66o3h5asc6ju 52 26 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 52 27 High High NNP work_n5rnfgtllvgutm66o3h5asc6ju 52 28 School School NNP work_n5rnfgtllvgutm66o3h5asc6ju 52 29 Graduation Graduation NNP work_n5rnfgtllvgutm66o3h5asc6ju 52 30 Text Text NNP work_n5rnfgtllvgutm66o3h5asc6ju 52 31 Students Students NNP work_n5rnfgtllvgutm66o3h5asc6ju 52 32 ’ ’ POS work_n5rnfgtllvgutm66o3h5asc6ju 52 33 high high JJ work_n5rnfgtllvgutm66o3h5asc6ju 52 34 school school NN work_n5rnfgtllvgutm66o3h5asc6ju 52 35 type type NN work_n5rnfgtllvgutm66o3h5asc6ju 52 36 Distance Distance NNP work_n5rnfgtllvgutm66o3h5asc6ju 52 37 / / SYM work_n5rnfgtllvgutm66o3h5asc6ju 52 38 Regular Regular NNP work_n5rnfgtllvgutm66o3h5asc6ju 52 39 Education Education NNP work_n5rnfgtllvgutm66o3h5asc6ju 52 40 Text Text NNP work_n5rnfgtllvgutm66o3h5asc6ju 52 41 Students Students NNP work_n5rnfgtllvgutm66o3h5asc6ju 52 42 ’ ’ POS work_n5rnfgtllvgutm66o3h5asc6ju 52 43 education education NN work_n5rnfgtllvgutm66o3h5asc6ju 52 44 type type NN work_n5rnfgtllvgutm66o3h5asc6ju 52 45 Lesson Lesson NNP work_n5rnfgtllvgutm66o3h5asc6ju 52 46 Type Type NNP work_n5rnfgtllvgutm66o3h5asc6ju 52 47 Text Text NNP work_n5rnfgtllvgutm66o3h5asc6ju 52 48 Type Type NNP work_n5rnfgtllvgutm66o3h5asc6ju 52 49 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 52 50 lessons lesson NNS work_n5rnfgtllvgutm66o3h5asc6ju 52 51 Scores score NNS work_n5rnfgtllvgutm66o3h5asc6ju 52 52 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 52 53 students student NNS work_n5rnfgtllvgutm66o3h5asc6ju 52 54 which which WDT work_n5rnfgtllvgutm66o3h5asc6ju 52 55 are be VBP work_n5rnfgtllvgutm66o3h5asc6ju 52 56 studying study VBG work_n5rnfgtllvgutm66o3h5asc6ju 52 57 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 52 58 Karabük Karabük NNP work_n5rnfgtllvgutm66o3h5asc6ju 52 59 University University NNP work_n5rnfgtllvgutm66o3h5asc6ju 52 60 are be VBP work_n5rnfgtllvgutm66o3h5asc6ju 52 61 represented represent VBN work_n5rnfgtllvgutm66o3h5asc6ju 52 62 by by IN work_n5rnfgtllvgutm66o3h5asc6ju 52 63 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 52 64 letter letter NN work_n5rnfgtllvgutm66o3h5asc6ju 52 65 system system NN work_n5rnfgtllvgutm66o3h5asc6ju 52 66 . . . work_n5rnfgtllvgutm66o3h5asc6ju 53 1 Score score NN work_n5rnfgtllvgutm66o3h5asc6ju 53 2 ranges range VBZ work_n5rnfgtllvgutm66o3h5asc6ju 53 3 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 53 4 these these DT work_n5rnfgtllvgutm66o3h5asc6ju 53 5 letters letter NNS work_n5rnfgtllvgutm66o3h5asc6ju 53 6 are be VBP work_n5rnfgtllvgutm66o3h5asc6ju 53 7 shown show VBN work_n5rnfgtllvgutm66o3h5asc6ju 53 8 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 53 9 Table table NN work_n5rnfgtllvgutm66o3h5asc6ju 53 10 2 2 CD work_n5rnfgtllvgutm66o3h5asc6ju 53 11 . . . work_n5rnfgtllvgutm66o3h5asc6ju 54 1 Table table NN work_n5rnfgtllvgutm66o3h5asc6ju 54 2 2 2 CD work_n5rnfgtllvgutm66o3h5asc6ju 54 3 . . . work_n5rnfgtllvgutm66o3h5asc6ju 55 1 The the DT work_n5rnfgtllvgutm66o3h5asc6ju 55 2 output output NN work_n5rnfgtllvgutm66o3h5asc6ju 55 3 variable variable NN work_n5rnfgtllvgutm66o3h5asc6ju 55 4 used use VBN work_n5rnfgtllvgutm66o3h5asc6ju 55 5 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 55 6 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 55 7 study study NN work_n5rnfgtllvgutm66o3h5asc6ju 55 8 Raw Raw NNP work_n5rnfgtllvgutm66o3h5asc6ju 55 9 - - HYPH work_n5rnfgtllvgutm66o3h5asc6ju 55 10 Score Score NNP work_n5rnfgtllvgutm66o3h5asc6ju 55 11 Nominal Nominal NNP work_n5rnfgtllvgutm66o3h5asc6ju 55 12 Representation Representation NNP work_n5rnfgtllvgutm66o3h5asc6ju 55 13 90 90 CD work_n5rnfgtllvgutm66o3h5asc6ju 55 14 - - HYPH work_n5rnfgtllvgutm66o3h5asc6ju 55 15 100 100 CD work_n5rnfgtllvgutm66o3h5asc6ju 55 16 A1 A1 NNP work_n5rnfgtllvgutm66o3h5asc6ju 55 17 80 80 CD work_n5rnfgtllvgutm66o3h5asc6ju 55 18 - - SYM work_n5rnfgtllvgutm66o3h5asc6ju 55 19 89 89 CD work_n5rnfgtllvgutm66o3h5asc6ju 55 20 A2 A2 NNP work_n5rnfgtllvgutm66o3h5asc6ju 55 21 70 70 CD work_n5rnfgtllvgutm66o3h5asc6ju 55 22 - - SYM work_n5rnfgtllvgutm66o3h5asc6ju 55 23 79 79 CD work_n5rnfgtllvgutm66o3h5asc6ju 55 24 B1 B1 NNP work_n5rnfgtllvgutm66o3h5asc6ju 55 25 65 65 CD work_n5rnfgtllvgutm66o3h5asc6ju 55 26 - - SYM work_n5rnfgtllvgutm66o3h5asc6ju 55 27 69 69 CD work_n5rnfgtllvgutm66o3h5asc6ju 55 28 B2 b2 NN work_n5rnfgtllvgutm66o3h5asc6ju 55 29 60 60 CD work_n5rnfgtllvgutm66o3h5asc6ju 55 30 - - SYM work_n5rnfgtllvgutm66o3h5asc6ju 55 31 64 64 CD work_n5rnfgtllvgutm66o3h5asc6ju 55 32 C C NNP work_n5rnfgtllvgutm66o3h5asc6ju 55 33 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 55 34 - - SYM work_n5rnfgtllvgutm66o3h5asc6ju 55 35 60 60 CD work_n5rnfgtllvgutm66o3h5asc6ju 55 36 F F NNP work_n5rnfgtllvgutm66o3h5asc6ju 55 37 3.2 3.2 CD work_n5rnfgtllvgutm66o3h5asc6ju 55 38 . . . work_n5rnfgtllvgutm66o3h5asc6ju 56 1 Data Data NNP work_n5rnfgtllvgutm66o3h5asc6ju 56 2 Mining Mining NNP work_n5rnfgtllvgutm66o3h5asc6ju 56 3 Methods Methods NNPS work_n5rnfgtllvgutm66o3h5asc6ju 56 4 In in IN work_n5rnfgtllvgutm66o3h5asc6ju 56 5 this this DT work_n5rnfgtllvgutm66o3h5asc6ju 56 6 study study NN work_n5rnfgtllvgutm66o3h5asc6ju 56 7 , , , work_n5rnfgtllvgutm66o3h5asc6ju 56 8 two two CD work_n5rnfgtllvgutm66o3h5asc6ju 56 9 popular popular JJ work_n5rnfgtllvgutm66o3h5asc6ju 56 10 prediction prediction NN work_n5rnfgtllvgutm66o3h5asc6ju 56 11 / / SYM work_n5rnfgtllvgutm66o3h5asc6ju 56 12 classification classification NN work_n5rnfgtllvgutm66o3h5asc6ju 56 13 methods method NNS work_n5rnfgtllvgutm66o3h5asc6ju 56 14 are be VBP work_n5rnfgtllvgutm66o3h5asc6ju 56 15 used use VBN work_n5rnfgtllvgutm66o3h5asc6ju 56 16 ( ( -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 56 17 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 56 18 compared compare VBN work_n5rnfgtllvgutm66o3h5asc6ju 56 19 to to IN work_n5rnfgtllvgutm66o3h5asc6ju 56 20 each each DT work_n5rnfgtllvgutm66o3h5asc6ju 56 21 other other JJ work_n5rnfgtllvgutm66o3h5asc6ju 56 22 ) ) -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 56 23 : : : work_n5rnfgtllvgutm66o3h5asc6ju 56 24 artificial artificial JJ work_n5rnfgtllvgutm66o3h5asc6ju 56 25 neural neural JJ work_n5rnfgtllvgutm66o3h5asc6ju 56 26 networks network NNS work_n5rnfgtllvgutm66o3h5asc6ju 56 27 , , , work_n5rnfgtllvgutm66o3h5asc6ju 56 28 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 56 29 decision decision NN work_n5rnfgtllvgutm66o3h5asc6ju 56 30 trees tree NNS work_n5rnfgtllvgutm66o3h5asc6ju 56 31 . . . work_n5rnfgtllvgutm66o3h5asc6ju 57 1 These these DT work_n5rnfgtllvgutm66o3h5asc6ju 57 2 prediction prediction NN work_n5rnfgtllvgutm66o3h5asc6ju 57 3 methods method NNS work_n5rnfgtllvgutm66o3h5asc6ju 57 4 are be VBP work_n5rnfgtllvgutm66o3h5asc6ju 57 5 selected select VBN work_n5rnfgtllvgutm66o3h5asc6ju 57 6 because because IN work_n5rnfgtllvgutm66o3h5asc6ju 57 7 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 57 8 their -PRON- PRP$ work_n5rnfgtllvgutm66o3h5asc6ju 57 9 superior superior JJ work_n5rnfgtllvgutm66o3h5asc6ju 57 10 capability capability NN work_n5rnfgtllvgutm66o3h5asc6ju 57 11 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 57 12 modeling model VBG work_n5rnfgtllvgutm66o3h5asc6ju 57 13 classification classification NN work_n5rnfgtllvgutm66o3h5asc6ju 57 14 type type NN work_n5rnfgtllvgutm66o3h5asc6ju 57 15 prediction prediction NN work_n5rnfgtllvgutm66o3h5asc6ju 57 16 problems problem NNS work_n5rnfgtllvgutm66o3h5asc6ju 57 17 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 57 18 their -PRON- PRP$ work_n5rnfgtllvgutm66o3h5asc6ju 57 19 popularity popularity NN work_n5rnfgtllvgutm66o3h5asc6ju 57 20 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 57 21 recently recently RB work_n5rnfgtllvgutm66o3h5asc6ju 57 22 published publish VBN work_n5rnfgtllvgutm66o3h5asc6ju 57 23 data datum NNS work_n5rnfgtllvgutm66o3h5asc6ju 57 24 mining mining NN work_n5rnfgtllvgutm66o3h5asc6ju 57 25 literature literature NN work_n5rnfgtllvgutm66o3h5asc6ju 57 26 . . . work_n5rnfgtllvgutm66o3h5asc6ju 58 1 What what WP work_n5rnfgtllvgutm66o3h5asc6ju 58 2 follows follow VBZ work_n5rnfgtllvgutm66o3h5asc6ju 58 3 is be VBZ work_n5rnfgtllvgutm66o3h5asc6ju 58 4 a a DT work_n5rnfgtllvgutm66o3h5asc6ju 58 5 brief brief JJ work_n5rnfgtllvgutm66o3h5asc6ju 58 6 description description NN work_n5rnfgtllvgutm66o3h5asc6ju 58 7 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 58 8 these these DT work_n5rnfgtllvgutm66o3h5asc6ju 58 9 modeling modeling NN work_n5rnfgtllvgutm66o3h5asc6ju 58 10 techniques technique NNS work_n5rnfgtllvgutm66o3h5asc6ju 58 11 . . . work_n5rnfgtllvgutm66o3h5asc6ju 59 1 Artificial Artificial NNP work_n5rnfgtllvgutm66o3h5asc6ju 59 2 Neural Neural NNP work_n5rnfgtllvgutm66o3h5asc6ju 59 3 Networks Networks NNP work_n5rnfgtllvgutm66o3h5asc6ju 59 4 : : : work_n5rnfgtllvgutm66o3h5asc6ju 59 5 Artificial artificial JJ work_n5rnfgtllvgutm66o3h5asc6ju 59 6 neural neural JJ work_n5rnfgtllvgutm66o3h5asc6ju 59 7 networks network NNS work_n5rnfgtllvgutm66o3h5asc6ju 59 8 ( ( -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 59 9 or or CC work_n5rnfgtllvgutm66o3h5asc6ju 59 10 NN NN NNP work_n5rnfgtllvgutm66o3h5asc6ju 59 11 , , , work_n5rnfgtllvgutm66o3h5asc6ju 59 12 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 59 13 short short JJ work_n5rnfgtllvgutm66o3h5asc6ju 59 14 ) ) -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 59 15 are be VBP work_n5rnfgtllvgutm66o3h5asc6ju 59 16 commonly commonly RB work_n5rnfgtllvgutm66o3h5asc6ju 59 17 known know VBN work_n5rnfgtllvgutm66o3h5asc6ju 59 18 as as IN work_n5rnfgtllvgutm66o3h5asc6ju 59 19 biologically biologically RB work_n5rnfgtllvgutm66o3h5asc6ju 59 20 inspired inspire VBN work_n5rnfgtllvgutm66o3h5asc6ju 59 21 mathematical mathematical JJ work_n5rnfgtllvgutm66o3h5asc6ju 59 22 techniques technique NNS work_n5rnfgtllvgutm66o3h5asc6ju 59 23 , , , work_n5rnfgtllvgutm66o3h5asc6ju 59 24 capable capable JJ work_n5rnfgtllvgutm66o3h5asc6ju 59 25 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 59 26 modeling model VBG work_n5rnfgtllvgutm66o3h5asc6ju 59 27 extremely extremely RB work_n5rnfgtllvgutm66o3h5asc6ju 59 28 complex complex JJ work_n5rnfgtllvgutm66o3h5asc6ju 59 29 nonlinear nonlinear JJ work_n5rnfgtllvgutm66o3h5asc6ju 59 30 functions function NNS work_n5rnfgtllvgutm66o3h5asc6ju 59 31 [ [ -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 59 32 9 9 CD work_n5rnfgtllvgutm66o3h5asc6ju 59 33 ] ] -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 59 34 . . . work_n5rnfgtllvgutm66o3h5asc6ju 60 1 In in IN work_n5rnfgtllvgutm66o3h5asc6ju 60 2 this this DT work_n5rnfgtllvgutm66o3h5asc6ju 60 3 study study NN work_n5rnfgtllvgutm66o3h5asc6ju 60 4 , , , work_n5rnfgtllvgutm66o3h5asc6ju 60 5 we -PRON- PRP work_n5rnfgtllvgutm66o3h5asc6ju 60 6 used use VBD work_n5rnfgtllvgutm66o3h5asc6ju 60 7 a a DT work_n5rnfgtllvgutm66o3h5asc6ju 60 8 popular popular JJ work_n5rnfgtllvgutm66o3h5asc6ju 60 9 NN NN NNP work_n5rnfgtllvgutm66o3h5asc6ju 60 10 architecture architecture NN work_n5rnfgtllvgutm66o3h5asc6ju 60 11 called call VBD work_n5rnfgtllvgutm66o3h5asc6ju 60 12 multilayer multilayer NNP work_n5rnfgtllvgutm66o3h5asc6ju 60 13 perceptron perceptron NN work_n5rnfgtllvgutm66o3h5asc6ju 60 14 ( ( -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 60 15 MLP MLP NNP work_n5rnfgtllvgutm66o3h5asc6ju 60 16 ) ) -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 60 17 with with IN work_n5rnfgtllvgutm66o3h5asc6ju 60 18 back- back- NNP work_n5rnfgtllvgutm66o3h5asc6ju 60 19 propagation propagation NNP work_n5rnfgtllvgutm66o3h5asc6ju 60 20 type type NN work_n5rnfgtllvgutm66o3h5asc6ju 60 21 supervised supervise VBN work_n5rnfgtllvgutm66o3h5asc6ju 60 22 - - HYPH work_n5rnfgtllvgutm66o3h5asc6ju 60 23 learning learn VBG work_n5rnfgtllvgutm66o3h5asc6ju 60 24 algorithm algorithm NN work_n5rnfgtllvgutm66o3h5asc6ju 60 25 . . . work_n5rnfgtllvgutm66o3h5asc6ju 61 1 MLP MLP NNP work_n5rnfgtllvgutm66o3h5asc6ju 61 2 is be VBZ work_n5rnfgtllvgutm66o3h5asc6ju 61 3 capable capable JJ work_n5rnfgtllvgutm66o3h5asc6ju 61 4 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 61 5 producing produce VBG work_n5rnfgtllvgutm66o3h5asc6ju 61 6 both both DT work_n5rnfgtllvgutm66o3h5asc6ju 61 7 classification classification NN work_n5rnfgtllvgutm66o3h5asc6ju 61 8 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 61 9 regression regression NN work_n5rnfgtllvgutm66o3h5asc6ju 61 10 type type NN work_n5rnfgtllvgutm66o3h5asc6ju 61 11 prediction prediction NN work_n5rnfgtllvgutm66o3h5asc6ju 61 12 models model NNS work_n5rnfgtllvgutm66o3h5asc6ju 61 13 , , , work_n5rnfgtllvgutm66o3h5asc6ju 61 14 where where WRB work_n5rnfgtllvgutm66o3h5asc6ju 61 15 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 61 16 only only JJ work_n5rnfgtllvgutm66o3h5asc6ju 61 17 difference difference NN work_n5rnfgtllvgutm66o3h5asc6ju 61 18 is be VBZ work_n5rnfgtllvgutm66o3h5asc6ju 61 19 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 61 20 output output NN work_n5rnfgtllvgutm66o3h5asc6ju 61 21 variable variable NN work_n5rnfgtllvgutm66o3h5asc6ju 61 22 being be VBG work_n5rnfgtllvgutm66o3h5asc6ju 61 23 nominal nominal JJ work_n5rnfgtllvgutm66o3h5asc6ju 61 24 or or CC work_n5rnfgtllvgutm66o3h5asc6ju 61 25 numeric numeric JJ work_n5rnfgtllvgutm66o3h5asc6ju 61 26 for for IN work_n5rnfgtllvgutm66o3h5asc6ju 61 27 classification classification NN work_n5rnfgtllvgutm66o3h5asc6ju 61 28 or or CC work_n5rnfgtllvgutm66o3h5asc6ju 61 29 regression regression NN work_n5rnfgtllvgutm66o3h5asc6ju 61 30 estimations estimation NNS work_n5rnfgtllvgutm66o3h5asc6ju 61 31 . . . work_n5rnfgtllvgutm66o3h5asc6ju 62 1 MLP MLP NNP work_n5rnfgtllvgutm66o3h5asc6ju 62 2 is be VBZ work_n5rnfgtllvgutm66o3h5asc6ju 62 3 shown show VBN work_n5rnfgtllvgutm66o3h5asc6ju 62 4 to to TO work_n5rnfgtllvgutm66o3h5asc6ju 62 5 be be VB work_n5rnfgtllvgutm66o3h5asc6ju 62 6 a a DT work_n5rnfgtllvgutm66o3h5asc6ju 62 7 strong strong JJ work_n5rnfgtllvgutm66o3h5asc6ju 62 8 function function NN work_n5rnfgtllvgutm66o3h5asc6ju 62 9 approximator approximator NN work_n5rnfgtllvgutm66o3h5asc6ju 62 10 for for IN work_n5rnfgtllvgutm66o3h5asc6ju 62 11 265 265 CD work_n5rnfgtllvgutm66o3h5asc6ju 62 12 Baha Baha NNP work_n5rnfgtllvgutm66o3h5asc6ju 62 13 Sen Sen NNP work_n5rnfgtllvgutm66o3h5asc6ju 62 14 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 62 15 Emine Emine NNP work_n5rnfgtllvgutm66o3h5asc6ju 62 16 Ucar Ucar NNP work_n5rnfgtllvgutm66o3h5asc6ju 62 17 / / SYM work_n5rnfgtllvgutm66o3h5asc6ju 62 18 Procedia Procedia NNP work_n5rnfgtllvgutm66o3h5asc6ju 62 19 Technology Technology NNP work_n5rnfgtllvgutm66o3h5asc6ju 62 20 1 1 CD work_n5rnfgtllvgutm66o3h5asc6ju 62 21 ( ( -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 62 22 2012 2012 CD work_n5rnfgtllvgutm66o3h5asc6ju 62 23 ) ) -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 62 24 262 262 CD work_n5rnfgtllvgutm66o3h5asc6ju 62 25 – – : work_n5rnfgtllvgutm66o3h5asc6ju 62 26 267 267 CD work_n5rnfgtllvgutm66o3h5asc6ju 62 27 prediction prediction NN work_n5rnfgtllvgutm66o3h5asc6ju 62 28 problems problem NNS work_n5rnfgtllvgutm66o3h5asc6ju 62 29 , , , work_n5rnfgtllvgutm66o3h5asc6ju 62 30 that that RB work_n5rnfgtllvgutm66o3h5asc6ju 62 31 is is RB work_n5rnfgtllvgutm66o3h5asc6ju 62 32 , , , work_n5rnfgtllvgutm66o3h5asc6ju 62 33 given give VBN work_n5rnfgtllvgutm66o3h5asc6ju 62 34 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 62 35 right right JJ work_n5rnfgtllvgutm66o3h5asc6ju 62 36 size size NN work_n5rnfgtllvgutm66o3h5asc6ju 62 37 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 62 38 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 62 39 structure structure NN work_n5rnfgtllvgutm66o3h5asc6ju 62 40 , , , work_n5rnfgtllvgutm66o3h5asc6ju 62 41 MLP MLP NNP work_n5rnfgtllvgutm66o3h5asc6ju 62 42 is be VBZ work_n5rnfgtllvgutm66o3h5asc6ju 62 43 shown show VBN work_n5rnfgtllvgutm66o3h5asc6ju 62 44 to to TO work_n5rnfgtllvgutm66o3h5asc6ju 62 45 be be VB work_n5rnfgtllvgutm66o3h5asc6ju 62 46 capable capable JJ work_n5rnfgtllvgutm66o3h5asc6ju 62 47 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 62 48 learning learn VBG work_n5rnfgtllvgutm66o3h5asc6ju 62 49 highly highly RB work_n5rnfgtllvgutm66o3h5asc6ju 62 50 complex complex JJ work_n5rnfgtllvgutm66o3h5asc6ju 62 51 nonlinear nonlinear JJ work_n5rnfgtllvgutm66o3h5asc6ju 62 52 relationships relationship NNS work_n5rnfgtllvgutm66o3h5asc6ju 62 53 between between IN work_n5rnfgtllvgutm66o3h5asc6ju 62 54 input input NN work_n5rnfgtllvgutm66o3h5asc6ju 62 55 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 62 56 output output NN work_n5rnfgtllvgutm66o3h5asc6ju 62 57 variables variable NNS work_n5rnfgtllvgutm66o3h5asc6ju 62 58 [ [ -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 62 59 10 10 CD work_n5rnfgtllvgutm66o3h5asc6ju 62 60 ] ] -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 62 61 . . . work_n5rnfgtllvgutm66o3h5asc6ju 63 1 Decision decision NN work_n5rnfgtllvgutm66o3h5asc6ju 63 2 Trees tree NNS work_n5rnfgtllvgutm66o3h5asc6ju 63 3 : : : work_n5rnfgtllvgutm66o3h5asc6ju 63 4 As as IN work_n5rnfgtllvgutm66o3h5asc6ju 63 5 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 63 6 name name NN work_n5rnfgtllvgutm66o3h5asc6ju 63 7 implies imply VBZ work_n5rnfgtllvgutm66o3h5asc6ju 63 8 , , , work_n5rnfgtllvgutm66o3h5asc6ju 63 9 this this DT work_n5rnfgtllvgutm66o3h5asc6ju 63 10 technique technique NN work_n5rnfgtllvgutm66o3h5asc6ju 63 11 recursively recursively RB work_n5rnfgtllvgutm66o3h5asc6ju 63 12 separates separate VBZ work_n5rnfgtllvgutm66o3h5asc6ju 63 13 observations observation NNS work_n5rnfgtllvgutm66o3h5asc6ju 63 14 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 63 15 branches branch NNS work_n5rnfgtllvgutm66o3h5asc6ju 63 16 to to TO work_n5rnfgtllvgutm66o3h5asc6ju 63 17 construct construct VB work_n5rnfgtllvgutm66o3h5asc6ju 63 18 a a DT work_n5rnfgtllvgutm66o3h5asc6ju 63 19 tree tree NN work_n5rnfgtllvgutm66o3h5asc6ju 63 20 for for IN work_n5rnfgtllvgutm66o3h5asc6ju 63 21 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 63 22 purpose purpose NN work_n5rnfgtllvgutm66o3h5asc6ju 63 23 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 63 24 achieving achieve VBG work_n5rnfgtllvgutm66o3h5asc6ju 63 25 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 63 26 highest high JJS work_n5rnfgtllvgutm66o3h5asc6ju 63 27 possible possible JJ work_n5rnfgtllvgutm66o3h5asc6ju 63 28 prediction prediction NN work_n5rnfgtllvgutm66o3h5asc6ju 63 29 accuracy accuracy NN work_n5rnfgtllvgutm66o3h5asc6ju 63 30 . . . work_n5rnfgtllvgutm66o3h5asc6ju 64 1 In in IN work_n5rnfgtllvgutm66o3h5asc6ju 64 2 doing do VBG work_n5rnfgtllvgutm66o3h5asc6ju 64 3 so so RB work_n5rnfgtllvgutm66o3h5asc6ju 64 4 , , , work_n5rnfgtllvgutm66o3h5asc6ju 64 5 different different JJ work_n5rnfgtllvgutm66o3h5asc6ju 64 6 mathematical mathematical JJ work_n5rnfgtllvgutm66o3h5asc6ju 64 7 algorithms algorithm NNS work_n5rnfgtllvgutm66o3h5asc6ju 64 8 ( ( -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 64 9 e.g. e.g. RB work_n5rnfgtllvgutm66o3h5asc6ju 64 10 , , , work_n5rnfgtllvgutm66o3h5asc6ju 64 11 information information NN work_n5rnfgtllvgutm66o3h5asc6ju 64 12 gain gain NN work_n5rnfgtllvgutm66o3h5asc6ju 64 13 , , , work_n5rnfgtllvgutm66o3h5asc6ju 64 14 Gini Gini NNP work_n5rnfgtllvgutm66o3h5asc6ju 64 15 index index NN work_n5rnfgtllvgutm66o3h5asc6ju 64 16 , , , work_n5rnfgtllvgutm66o3h5asc6ju 64 17 Chisquare Chisquare NNP work_n5rnfgtllvgutm66o3h5asc6ju 64 18 statistics statistic NNS work_n5rnfgtllvgutm66o3h5asc6ju 64 19 , , , work_n5rnfgtllvgutm66o3h5asc6ju 64 20 etc etc FW work_n5rnfgtllvgutm66o3h5asc6ju 64 21 . . . work_n5rnfgtllvgutm66o3h5asc6ju 64 22 ) ) -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 65 1 are be VBP work_n5rnfgtllvgutm66o3h5asc6ju 65 2 used use VBN work_n5rnfgtllvgutm66o3h5asc6ju 65 3 to to TO work_n5rnfgtllvgutm66o3h5asc6ju 65 4 identify identify VB work_n5rnfgtllvgutm66o3h5asc6ju 65 5 a a DT work_n5rnfgtllvgutm66o3h5asc6ju 65 6 variable variable NN work_n5rnfgtllvgutm66o3h5asc6ju 65 7 ( ( -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 65 8 from from IN work_n5rnfgtllvgutm66o3h5asc6ju 65 9 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 65 10 available available JJ work_n5rnfgtllvgutm66o3h5asc6ju 65 11 variable variable JJ work_n5rnfgtllvgutm66o3h5asc6ju 65 12 pool pool NN work_n5rnfgtllvgutm66o3h5asc6ju 65 13 ) ) -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 65 14 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 65 15 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 65 16 corresponding corresponding JJ work_n5rnfgtllvgutm66o3h5asc6ju 65 17 threshold threshold NN work_n5rnfgtllvgutm66o3h5asc6ju 65 18 for for IN work_n5rnfgtllvgutm66o3h5asc6ju 65 19 that that DT work_n5rnfgtllvgutm66o3h5asc6ju 65 20 variable variable NN work_n5rnfgtllvgutm66o3h5asc6ju 65 21 to to TO work_n5rnfgtllvgutm66o3h5asc6ju 65 22 split split VB work_n5rnfgtllvgutm66o3h5asc6ju 65 23 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 65 24 pool pool NN work_n5rnfgtllvgutm66o3h5asc6ju 65 25 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 65 26 observations observation NNS work_n5rnfgtllvgutm66o3h5asc6ju 65 27 into into IN work_n5rnfgtllvgutm66o3h5asc6ju 65 28 two two CD work_n5rnfgtllvgutm66o3h5asc6ju 65 29 or or CC work_n5rnfgtllvgutm66o3h5asc6ju 65 30 more more JJR work_n5rnfgtllvgutm66o3h5asc6ju 65 31 subgroups subgroup NNS work_n5rnfgtllvgutm66o3h5asc6ju 65 32 . . . work_n5rnfgtllvgutm66o3h5asc6ju 66 1 This this DT work_n5rnfgtllvgutm66o3h5asc6ju 66 2 step step NN work_n5rnfgtllvgutm66o3h5asc6ju 66 3 is be VBZ work_n5rnfgtllvgutm66o3h5asc6ju 66 4 repeated repeat VBN work_n5rnfgtllvgutm66o3h5asc6ju 66 5 at at IN work_n5rnfgtllvgutm66o3h5asc6ju 66 6 each each DT work_n5rnfgtllvgutm66o3h5asc6ju 66 7 leaf leaf NN work_n5rnfgtllvgutm66o3h5asc6ju 66 8 node node NN work_n5rnfgtllvgutm66o3h5asc6ju 66 9 until until IN work_n5rnfgtllvgutm66o3h5asc6ju 66 10 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 66 11 complete complete JJ work_n5rnfgtllvgutm66o3h5asc6ju 66 12 tree tree NN work_n5rnfgtllvgutm66o3h5asc6ju 66 13 is be VBZ work_n5rnfgtllvgutm66o3h5asc6ju 66 14 constructed construct VBN work_n5rnfgtllvgutm66o3h5asc6ju 66 15 . . . work_n5rnfgtllvgutm66o3h5asc6ju 67 1 The the DT work_n5rnfgtllvgutm66o3h5asc6ju 67 2 most most RBS work_n5rnfgtllvgutm66o3h5asc6ju 67 3 popular popular JJ work_n5rnfgtllvgutm66o3h5asc6ju 67 4 decision decision NN work_n5rnfgtllvgutm66o3h5asc6ju 67 5 tree tree NN work_n5rnfgtllvgutm66o3h5asc6ju 67 6 algorithms algorithm NNS work_n5rnfgtllvgutm66o3h5asc6ju 67 7 include include VBP work_n5rnfgtllvgutm66o3h5asc6ju 67 8 Quinlan Quinlan NNP work_n5rnfgtllvgutm66o3h5asc6ju 67 9 's 's POS work_n5rnfgtllvgutm66o3h5asc6ju 67 10 ID3 ID3 NNP work_n5rnfgtllvgutm66o3h5asc6ju 67 11 , , , work_n5rnfgtllvgutm66o3h5asc6ju 67 12 C4.5 C4.5 NNP work_n5rnfgtllvgutm66o3h5asc6ju 67 13 , , , work_n5rnfgtllvgutm66o3h5asc6ju 67 14 C5 C5 NNP work_n5rnfgtllvgutm66o3h5asc6ju 67 15 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 67 16 Breiman Breiman NNP work_n5rnfgtllvgutm66o3h5asc6ju 67 17 ’s ’s POS work_n5rnfgtllvgutm66o3h5asc6ju 67 18 CART CART NNP work_n5rnfgtllvgutm66o3h5asc6ju 67 19 ( ( -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 67 20 Classification classification NN work_n5rnfgtllvgutm66o3h5asc6ju 67 21 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 67 22 Regression Regression NNP work_n5rnfgtllvgutm66o3h5asc6ju 67 23 Trees Trees NNP work_n5rnfgtllvgutm66o3h5asc6ju 67 24 ) ) -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 67 25 algorithms algorithm NNS work_n5rnfgtllvgutm66o3h5asc6ju 67 26 . . . work_n5rnfgtllvgutm66o3h5asc6ju 68 1 In in IN work_n5rnfgtllvgutm66o3h5asc6ju 68 2 this this DT work_n5rnfgtllvgutm66o3h5asc6ju 68 3 study study NN work_n5rnfgtllvgutm66o3h5asc6ju 68 4 , , , work_n5rnfgtllvgutm66o3h5asc6ju 68 5 we -PRON- PRP work_n5rnfgtllvgutm66o3h5asc6ju 68 6 choose choose VBP work_n5rnfgtllvgutm66o3h5asc6ju 68 7 to to TO work_n5rnfgtllvgutm66o3h5asc6ju 68 8 use use VB work_n5rnfgtllvgutm66o3h5asc6ju 68 9 Quinlan Quinlan NNP work_n5rnfgtllvgutm66o3h5asc6ju 68 10 ’s ’s POS work_n5rnfgtllvgutm66o3h5asc6ju 68 11 C5 C5 NNP work_n5rnfgtllvgutm66o3h5asc6ju 68 12 algorithm algorithm NNP work_n5rnfgtllvgutm66o3h5asc6ju 68 13 , , , work_n5rnfgtllvgutm66o3h5asc6ju 68 14 which which WDT work_n5rnfgtllvgutm66o3h5asc6ju 68 15 is be VBZ work_n5rnfgtllvgutm66o3h5asc6ju 68 16 an an DT work_n5rnfgtllvgutm66o3h5asc6ju 68 17 improved improved JJ work_n5rnfgtllvgutm66o3h5asc6ju 68 18 version version NN work_n5rnfgtllvgutm66o3h5asc6ju 68 19 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 68 20 C4.5 C4.5 NNP work_n5rnfgtllvgutm66o3h5asc6ju 68 21 ( ( -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 68 22 a a DT work_n5rnfgtllvgutm66o3h5asc6ju 68 23 very very RB work_n5rnfgtllvgutm66o3h5asc6ju 68 24 popular popular JJ work_n5rnfgtllvgutm66o3h5asc6ju 68 25 decision decision NN work_n5rnfgtllvgutm66o3h5asc6ju 68 26 tree tree NN work_n5rnfgtllvgutm66o3h5asc6ju 68 27 algorithm algorithm NN work_n5rnfgtllvgutm66o3h5asc6ju 68 28 used use VBN work_n5rnfgtllvgutm66o3h5asc6ju 68 29 by by IN work_n5rnfgtllvgutm66o3h5asc6ju 68 30 researchers researcher NNS work_n5rnfgtllvgutm66o3h5asc6ju 68 31 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 68 32 practitioners practitioner NNS work_n5rnfgtllvgutm66o3h5asc6ju 68 33 since since IN work_n5rnfgtllvgutm66o3h5asc6ju 68 34 early early JJ work_n5rnfgtllvgutm66o3h5asc6ju 68 35 1990s 1990s CD work_n5rnfgtllvgutm66o3h5asc6ju 68 36 ) ) -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 68 37 [ [ -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 68 38 11 11 CD work_n5rnfgtllvgutm66o3h5asc6ju 68 39 , , , work_n5rnfgtllvgutm66o3h5asc6ju 68 40 12 12 CD work_n5rnfgtllvgutm66o3h5asc6ju 68 41 , , , work_n5rnfgtllvgutm66o3h5asc6ju 68 42 13 13 CD work_n5rnfgtllvgutm66o3h5asc6ju 68 43 ] ] -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 68 44 . . . work_n5rnfgtllvgutm66o3h5asc6ju 69 1 4 4 LS work_n5rnfgtllvgutm66o3h5asc6ju 69 2 . . . work_n5rnfgtllvgutm66o3h5asc6ju 70 1 Results result NNS work_n5rnfgtllvgutm66o3h5asc6ju 70 2 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 70 3 Conclusions conclusion NNS work_n5rnfgtllvgutm66o3h5asc6ju 70 4 The the DT work_n5rnfgtllvgutm66o3h5asc6ju 70 5 prediction prediction NN work_n5rnfgtllvgutm66o3h5asc6ju 70 6 results result NNS work_n5rnfgtllvgutm66o3h5asc6ju 70 7 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 70 8 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 70 9 two two CD work_n5rnfgtllvgutm66o3h5asc6ju 70 10 modeling modeling NN work_n5rnfgtllvgutm66o3h5asc6ju 70 11 methods method NNS work_n5rnfgtllvgutm66o3h5asc6ju 70 12 are be VBP work_n5rnfgtllvgutm66o3h5asc6ju 70 13 presented present VBN work_n5rnfgtllvgutm66o3h5asc6ju 70 14 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 70 15 Table table NN work_n5rnfgtllvgutm66o3h5asc6ju 70 16 3 3 CD work_n5rnfgtllvgutm66o3h5asc6ju 70 17 . . . work_n5rnfgtllvgutm66o3h5asc6ju 71 1 The the DT work_n5rnfgtllvgutm66o3h5asc6ju 71 2 results result NNS work_n5rnfgtllvgutm66o3h5asc6ju 71 3 presented present VBN work_n5rnfgtllvgutm66o3h5asc6ju 71 4 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 71 5 Table table NN work_n5rnfgtllvgutm66o3h5asc6ju 71 6 3 3 CD work_n5rnfgtllvgutm66o3h5asc6ju 71 7 are be VBP work_n5rnfgtllvgutm66o3h5asc6ju 71 8 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 71 9 10-fold 10-fold CD work_n5rnfgtllvgutm66o3h5asc6ju 71 10 cross cross NN work_n5rnfgtllvgutm66o3h5asc6ju 71 11 validation validation NN work_n5rnfgtllvgutm66o3h5asc6ju 71 12 results result NNS work_n5rnfgtllvgutm66o3h5asc6ju 71 13 . . . work_n5rnfgtllvgutm66o3h5asc6ju 72 1 Since since IN work_n5rnfgtllvgutm66o3h5asc6ju 72 2 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 72 3 output output NN work_n5rnfgtllvgutm66o3h5asc6ju 72 4 variable variable NN work_n5rnfgtllvgutm66o3h5asc6ju 72 5 had have VBD work_n5rnfgtllvgutm66o3h5asc6ju 72 6 six six CD work_n5rnfgtllvgutm66o3h5asc6ju 72 7 nominal nominal JJ work_n5rnfgtllvgutm66o3h5asc6ju 72 8 values value NNS work_n5rnfgtllvgutm66o3h5asc6ju 72 9 , , , work_n5rnfgtllvgutm66o3h5asc6ju 72 10 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 72 11 confusion confusion NN work_n5rnfgtllvgutm66o3h5asc6ju 72 12 matrixes matrix NNS work_n5rnfgtllvgutm66o3h5asc6ju 72 13 show show VBP work_n5rnfgtllvgutm66o3h5asc6ju 72 14 6x6 6x6 CD work_n5rnfgtllvgutm66o3h5asc6ju 72 15 square square JJ work_n5rnfgtllvgutm66o3h5asc6ju 72 16 matrix matrix NN work_n5rnfgtllvgutm66o3h5asc6ju 72 17 . . . work_n5rnfgtllvgutm66o3h5asc6ju 73 1 In in IN work_n5rnfgtllvgutm66o3h5asc6ju 73 2 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 73 3 confusion confusion NN work_n5rnfgtllvgutm66o3h5asc6ju 73 4 matrixes matrixe VBZ work_n5rnfgtllvgutm66o3h5asc6ju 73 5 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 73 6 rows row NNS work_n5rnfgtllvgutm66o3h5asc6ju 73 7 represent represent VBP work_n5rnfgtllvgutm66o3h5asc6ju 73 8 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 73 9 actual actual JJ work_n5rnfgtllvgutm66o3h5asc6ju 73 10 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 73 11 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 73 12 columns column NNS work_n5rnfgtllvgutm66o3h5asc6ju 73 13 represent represent VBP work_n5rnfgtllvgutm66o3h5asc6ju 73 14 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 73 15 predictions prediction NNS work_n5rnfgtllvgutm66o3h5asc6ju 73 16 . . . work_n5rnfgtllvgutm66o3h5asc6ju 74 1 The the DT work_n5rnfgtllvgutm66o3h5asc6ju 74 2 right right JJ work_n5rnfgtllvgutm66o3h5asc6ju 74 3 most most JJS work_n5rnfgtllvgutm66o3h5asc6ju 74 4 columns column NNS work_n5rnfgtllvgutm66o3h5asc6ju 74 5 show show VBP work_n5rnfgtllvgutm66o3h5asc6ju 74 6 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 74 7 prediction prediction NN work_n5rnfgtllvgutm66o3h5asc6ju 74 8 accuracies accuracy NNS work_n5rnfgtllvgutm66o3h5asc6ju 74 9 for for IN work_n5rnfgtllvgutm66o3h5asc6ju 74 10 each each DT work_n5rnfgtllvgutm66o3h5asc6ju 74 11 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 74 12 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 74 13 six six CD work_n5rnfgtllvgutm66o3h5asc6ju 74 14 output output NN work_n5rnfgtllvgutm66o3h5asc6ju 74 15 variable variable JJ work_n5rnfgtllvgutm66o3h5asc6ju 74 16 values value NNS work_n5rnfgtllvgutm66o3h5asc6ju 74 17 . . . work_n5rnfgtllvgutm66o3h5asc6ju 75 1 The the DT work_n5rnfgtllvgutm66o3h5asc6ju 75 2 overall overall JJ work_n5rnfgtllvgutm66o3h5asc6ju 75 3 accuracy accuracy NN work_n5rnfgtllvgutm66o3h5asc6ju 75 4 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 75 5 each each DT work_n5rnfgtllvgutm66o3h5asc6ju 75 6 model model NN work_n5rnfgtllvgutm66o3h5asc6ju 75 7 is be VBZ work_n5rnfgtllvgutm66o3h5asc6ju 75 8 presented present VBN work_n5rnfgtllvgutm66o3h5asc6ju 75 9 at at IN work_n5rnfgtllvgutm66o3h5asc6ju 75 10 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 75 11 bottom bottom NN work_n5rnfgtllvgutm66o3h5asc6ju 75 12 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 75 13 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 75 14 right right JJ work_n5rnfgtllvgutm66o3h5asc6ju 75 15 most most JJS work_n5rnfgtllvgutm66o3h5asc6ju 75 16 columns column NNS work_n5rnfgtllvgutm66o3h5asc6ju 75 17 . . . work_n5rnfgtllvgutm66o3h5asc6ju 76 1 As as IN work_n5rnfgtllvgutm66o3h5asc6ju 76 2 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 76 3 results result NNS work_n5rnfgtllvgutm66o3h5asc6ju 76 4 indicate indicate VBP work_n5rnfgtllvgutm66o3h5asc6ju 76 5 , , , work_n5rnfgtllvgutm66o3h5asc6ju 76 6 all all DT work_n5rnfgtllvgutm66o3h5asc6ju 76 7 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 76 8 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 76 9 classification classification NN work_n5rnfgtllvgutm66o3h5asc6ju 76 10 methods method NNS work_n5rnfgtllvgutm66o3h5asc6ju 76 11 performed perform VBD work_n5rnfgtllvgutm66o3h5asc6ju 76 12 reasonably reasonably RB work_n5rnfgtllvgutm66o3h5asc6ju 76 13 well well RB work_n5rnfgtllvgutm66o3h5asc6ju 76 14 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 76 15 predicting predict VBG work_n5rnfgtllvgutm66o3h5asc6ju 76 16 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 76 17 six six CD work_n5rnfgtllvgutm66o3h5asc6ju 76 18 - - HYPH work_n5rnfgtllvgutm66o3h5asc6ju 76 19 value value NN work_n5rnfgtllvgutm66o3h5asc6ju 76 20 nominal nominal JJ work_n5rnfgtllvgutm66o3h5asc6ju 76 21 variable variable NN work_n5rnfgtllvgutm66o3h5asc6ju 76 22 . . . work_n5rnfgtllvgutm66o3h5asc6ju 77 1 Among among IN work_n5rnfgtllvgutm66o3h5asc6ju 77 2 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 77 3 two two CD work_n5rnfgtllvgutm66o3h5asc6ju 77 4 model model NN work_n5rnfgtllvgutm66o3h5asc6ju 77 5 types type NNS work_n5rnfgtllvgutm66o3h5asc6ju 77 6 , , , work_n5rnfgtllvgutm66o3h5asc6ju 77 7 decision decision NN work_n5rnfgtllvgutm66o3h5asc6ju 77 8 tree tree NN work_n5rnfgtllvgutm66o3h5asc6ju 77 9 algorithms algorithm NNS work_n5rnfgtllvgutm66o3h5asc6ju 77 10 produced produce VBD work_n5rnfgtllvgutm66o3h5asc6ju 77 11 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 77 12 best good JJS work_n5rnfgtllvgutm66o3h5asc6ju 77 13 prediction prediction NN work_n5rnfgtllvgutm66o3h5asc6ju 77 14 results result NNS work_n5rnfgtllvgutm66o3h5asc6ju 77 15 with with IN work_n5rnfgtllvgutm66o3h5asc6ju 77 16 97.8107 97.8107 CD work_n5rnfgtllvgutm66o3h5asc6ju 77 17 % % NN work_n5rnfgtllvgutm66o3h5asc6ju 77 18 overall overall JJ work_n5rnfgtllvgutm66o3h5asc6ju 77 19 accuracy accuracy NN work_n5rnfgtllvgutm66o3h5asc6ju 77 20 on on IN work_n5rnfgtllvgutm66o3h5asc6ju 77 21 10 10 CD work_n5rnfgtllvgutm66o3h5asc6ju 77 22 fold fold JJ work_n5rnfgtllvgutm66o3h5asc6ju 77 23 holdout holdout NN work_n5rnfgtllvgutm66o3h5asc6ju 77 24 dataset dataset NN work_n5rnfgtllvgutm66o3h5asc6ju 77 25 . . . work_n5rnfgtllvgutm66o3h5asc6ju 78 1 Decision decision NN work_n5rnfgtllvgutm66o3h5asc6ju 78 2 tree tree NN work_n5rnfgtllvgutm66o3h5asc6ju 78 3 models model NNS work_n5rnfgtllvgutm66o3h5asc6ju 78 4 followed follow VBN work_n5rnfgtllvgutm66o3h5asc6ju 78 5 by by IN work_n5rnfgtllvgutm66o3h5asc6ju 78 6 artificial artificial JJ work_n5rnfgtllvgutm66o3h5asc6ju 78 7 neural neural JJ work_n5rnfgtllvgutm66o3h5asc6ju 78 8 networks network NNS work_n5rnfgtllvgutm66o3h5asc6ju 78 9 with with IN work_n5rnfgtllvgutm66o3h5asc6ju 78 10 an an DT work_n5rnfgtllvgutm66o3h5asc6ju 78 11 overall overall JJ work_n5rnfgtllvgutm66o3h5asc6ju 78 12 accuracy accuracy NN work_n5rnfgtllvgutm66o3h5asc6ju 78 13 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 78 14 94,3752 94,3752 NNP work_n5rnfgtllvgutm66o3h5asc6ju 78 15 % % NN work_n5rnfgtllvgutm66o3h5asc6ju 78 16 . . . work_n5rnfgtllvgutm66o3h5asc6ju 79 1 Table table NN work_n5rnfgtllvgutm66o3h5asc6ju 79 2 3 3 CD work_n5rnfgtllvgutm66o3h5asc6ju 79 3 . . . work_n5rnfgtllvgutm66o3h5asc6ju 80 1 Prediction prediction NN work_n5rnfgtllvgutm66o3h5asc6ju 80 2 results result VBZ work_n5rnfgtllvgutm66o3h5asc6ju 80 3 for for IN work_n5rnfgtllvgutm66o3h5asc6ju 80 4 classification classification NN work_n5rnfgtllvgutm66o3h5asc6ju 80 5 methods method NNS work_n5rnfgtllvgutm66o3h5asc6ju 80 6 ( ( -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 80 7 presented present VBN work_n5rnfgtllvgutm66o3h5asc6ju 80 8 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 80 9 confusion confusion NN work_n5rnfgtllvgutm66o3h5asc6ju 80 10 matrixes matrix NNS work_n5rnfgtllvgutm66o3h5asc6ju 80 11 ) ) -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 80 12 Artificial Artificial NNP work_n5rnfgtllvgutm66o3h5asc6ju 80 13 Neural Neural NNP work_n5rnfgtllvgutm66o3h5asc6ju 80 14 Network Network NNP work_n5rnfgtllvgutm66o3h5asc6ju 80 15 A1 A1 NNP work_n5rnfgtllvgutm66o3h5asc6ju 80 16 A2 A2 NNP work_n5rnfgtllvgutm66o3h5asc6ju 80 17 B1 b1 NN work_n5rnfgtllvgutm66o3h5asc6ju 80 18 B2 b2 NN work_n5rnfgtllvgutm66o3h5asc6ju 80 19 C C NNP work_n5rnfgtllvgutm66o3h5asc6ju 80 20 F F NNP work_n5rnfgtllvgutm66o3h5asc6ju 80 21 Accuracy Accuracy NNP work_n5rnfgtllvgutm66o3h5asc6ju 80 22 A1 A1 NNP work_n5rnfgtllvgutm66o3h5asc6ju 80 23 171 171 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 24 21 21 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 25 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 26 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 27 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 28 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 29 A2 a2 $ work_n5rnfgtllvgutm66o3h5asc6ju 80 30 24 24 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 31 334 334 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 32 15 15 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 33 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 34 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 35 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 36 B1 b1 NN work_n5rnfgtllvgutm66o3h5asc6ju 80 37 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 38 19 19 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 39 536 536 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 40 22 22 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 41 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 42 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 43 B2 b2 NN work_n5rnfgtllvgutm66o3h5asc6ju 80 44 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 45 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 46 16 16 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 47 322 322 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 48 13 13 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 49 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 50 C c NN work_n5rnfgtllvgutm66o3h5asc6ju 80 51 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 52 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 53 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 54 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 55 519 519 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 56 18 18 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 57 F f NN work_n5rnfgtllvgutm66o3h5asc6ju 80 58 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 59 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 60 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 61 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 62 19 19 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 63 920 920 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 64 Overall overall JJ work_n5rnfgtllvgutm66o3h5asc6ju 80 65 94.3752 94.3752 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 66 % % NN work_n5rnfgtllvgutm66o3h5asc6ju 80 67 Decision Decision NNP work_n5rnfgtllvgutm66o3h5asc6ju 80 68 Trees Trees NNP work_n5rnfgtllvgutm66o3h5asc6ju 80 69 A1 a1 VBP work_n5rnfgtllvgutm66o3h5asc6ju 80 70 A2 a2 NN work_n5rnfgtllvgutm66o3h5asc6ju 80 71 B1 b1 NN work_n5rnfgtllvgutm66o3h5asc6ju 80 72 B2 b2 NN work_n5rnfgtllvgutm66o3h5asc6ju 80 73 C C NNP work_n5rnfgtllvgutm66o3h5asc6ju 80 74 F F NNP work_n5rnfgtllvgutm66o3h5asc6ju 80 75 Accuracy Accuracy NNP work_n5rnfgtllvgutm66o3h5asc6ju 80 76 A1 A1 NNP work_n5rnfgtllvgutm66o3h5asc6ju 80 77 197 197 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 78 10 10 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 79 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 80 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 81 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 82 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 83 A2 a2 NN work_n5rnfgtllvgutm66o3h5asc6ju 80 84 12 12 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 85 353 353 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 86 4 4 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 87 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 88 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 89 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 90 B1 b1 NN work_n5rnfgtllvgutm66o3h5asc6ju 80 91 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 92 8 8 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 93 555 555 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 94 13 13 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 95 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 96 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 97 B2 b2 NN work_n5rnfgtllvgutm66o3h5asc6ju 80 98 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 99 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 100 5 5 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 101 333 333 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 102 2 2 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 103 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 104 C c NN work_n5rnfgtllvgutm66o3h5asc6ju 80 105 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 106 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 107 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 108 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 109 531 531 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 110 3 3 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 111 F f NN work_n5rnfgtllvgutm66o3h5asc6ju 80 112 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 113 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 114 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 115 0 0 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 116 8 8 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 117 935 935 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 118 Overall overall JJ work_n5rnfgtllvgutm66o3h5asc6ju 80 119 97.8107 97.8107 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 120 % % NN work_n5rnfgtllvgutm66o3h5asc6ju 80 121 The the DT work_n5rnfgtllvgutm66o3h5asc6ju 80 122 students student NNS work_n5rnfgtllvgutm66o3h5asc6ju 80 123 ' ' POS work_n5rnfgtllvgutm66o3h5asc6ju 80 124 ages age NNS work_n5rnfgtllvgutm66o3h5asc6ju 80 125 range range VBP work_n5rnfgtllvgutm66o3h5asc6ju 80 126 from from IN work_n5rnfgtllvgutm66o3h5asc6ju 80 127 18 18 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 128 - - SYM work_n5rnfgtllvgutm66o3h5asc6ju 80 129 38 38 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 130 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 80 131 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 80 132 success success NN work_n5rnfgtllvgutm66o3h5asc6ju 80 133 chart chart NN work_n5rnfgtllvgutm66o3h5asc6ju 80 134 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 80 135 students student NNS work_n5rnfgtllvgutm66o3h5asc6ju 80 136 based base VBN work_n5rnfgtllvgutm66o3h5asc6ju 80 137 on on IN work_n5rnfgtllvgutm66o3h5asc6ju 80 138 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 80 139 age age NN work_n5rnfgtllvgutm66o3h5asc6ju 80 140 is be VBZ work_n5rnfgtllvgutm66o3h5asc6ju 80 141 shown show VBN work_n5rnfgtllvgutm66o3h5asc6ju 80 142 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 80 143 Figure Figure NNP work_n5rnfgtllvgutm66o3h5asc6ju 80 144 2 2 CD work_n5rnfgtllvgutm66o3h5asc6ju 80 145 . . . work_n5rnfgtllvgutm66o3h5asc6ju 81 1 As as IN work_n5rnfgtllvgutm66o3h5asc6ju 81 2 show show NN work_n5rnfgtllvgutm66o3h5asc6ju 81 3 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 81 4 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 81 5 graph graph NN work_n5rnfgtllvgutm66o3h5asc6ju 81 6 students student NNS work_n5rnfgtllvgutm66o3h5asc6ju 81 7 ' ' POS work_n5rnfgtllvgutm66o3h5asc6ju 81 8 success success NN work_n5rnfgtllvgutm66o3h5asc6ju 81 9 rate rate NN work_n5rnfgtllvgutm66o3h5asc6ju 81 10 has have VBZ work_n5rnfgtllvgutm66o3h5asc6ju 81 11 inverse inverse NN work_n5rnfgtllvgutm66o3h5asc6ju 81 12 ratio ratio NN work_n5rnfgtllvgutm66o3h5asc6ju 81 13 with with IN work_n5rnfgtllvgutm66o3h5asc6ju 81 14 students student NNS work_n5rnfgtllvgutm66o3h5asc6ju 81 15 ’ ’ POS work_n5rnfgtllvgutm66o3h5asc6ju 81 16 age age NN work_n5rnfgtllvgutm66o3h5asc6ju 81 17 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 81 18 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 81 19 success success NN work_n5rnfgtllvgutm66o3h5asc6ju 81 20 score score NN work_n5rnfgtllvgutm66o3h5asc6ju 81 21 decreases decrease VBZ work_n5rnfgtllvgutm66o3h5asc6ju 81 22 with with IN work_n5rnfgtllvgutm66o3h5asc6ju 81 23 increasing increase VBG work_n5rnfgtllvgutm66o3h5asc6ju 81 24 age age NN work_n5rnfgtllvgutm66o3h5asc6ju 81 25 . . . work_n5rnfgtllvgutm66o3h5asc6ju 82 1 266 266 CD work_n5rnfgtllvgutm66o3h5asc6ju 82 2 Baha Baha NNP work_n5rnfgtllvgutm66o3h5asc6ju 82 3 Sen Sen NNP work_n5rnfgtllvgutm66o3h5asc6ju 82 4 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 82 5 Emine Emine NNP work_n5rnfgtllvgutm66o3h5asc6ju 82 6 Ucar Ucar NNP work_n5rnfgtllvgutm66o3h5asc6ju 82 7 / / SYM work_n5rnfgtllvgutm66o3h5asc6ju 82 8 Procedia Procedia NNP work_n5rnfgtllvgutm66o3h5asc6ju 82 9 Technology Technology NNP work_n5rnfgtllvgutm66o3h5asc6ju 82 10 1 1 CD work_n5rnfgtllvgutm66o3h5asc6ju 82 11 ( ( -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 82 12 2012 2012 CD work_n5rnfgtllvgutm66o3h5asc6ju 82 13 ) ) -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 82 14 262 262 CD work_n5rnfgtllvgutm66o3h5asc6ju 82 15 – – : work_n5rnfgtllvgutm66o3h5asc6ju 82 16 267 267 CD work_n5rnfgtllvgutm66o3h5asc6ju 82 17 Fig fig NN work_n5rnfgtllvgutm66o3h5asc6ju 82 18 . . . work_n5rnfgtllvgutm66o3h5asc6ju 83 1 2 2 LS work_n5rnfgtllvgutm66o3h5asc6ju 83 2 . . . work_n5rnfgtllvgutm66o3h5asc6ju 84 1 Success Success NNP work_n5rnfgtllvgutm66o3h5asc6ju 84 2 graphic graphic NN work_n5rnfgtllvgutm66o3h5asc6ju 84 3 based base VBN work_n5rnfgtllvgutm66o3h5asc6ju 84 4 on on IN work_n5rnfgtllvgutm66o3h5asc6ju 84 5 age age NN work_n5rnfgtllvgutm66o3h5asc6ju 84 6 Figure figure NN work_n5rnfgtllvgutm66o3h5asc6ju 84 7 3 3 CD work_n5rnfgtllvgutm66o3h5asc6ju 84 8 shows show VBZ work_n5rnfgtllvgutm66o3h5asc6ju 84 9 that that IN work_n5rnfgtllvgutm66o3h5asc6ju 84 10 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 84 11 students student NNS work_n5rnfgtllvgutm66o3h5asc6ju 84 12 ' ' POS work_n5rnfgtllvgutm66o3h5asc6ju 84 13 success success NN work_n5rnfgtllvgutm66o3h5asc6ju 84 14 is be VBZ work_n5rnfgtllvgutm66o3h5asc6ju 84 15 much much RB work_n5rnfgtllvgutm66o3h5asc6ju 84 16 better well JJR work_n5rnfgtllvgutm66o3h5asc6ju 84 17 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 84 18 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 84 19 distance distance NN work_n5rnfgtllvgutm66o3h5asc6ju 84 20 education education NN work_n5rnfgtllvgutm66o3h5asc6ju 84 21 or or CC work_n5rnfgtllvgutm66o3h5asc6ju 84 22 formal formal JJ work_n5rnfgtllvgutm66o3h5asc6ju 84 23 education education NN work_n5rnfgtllvgutm66o3h5asc6ju 84 24 . . . work_n5rnfgtllvgutm66o3h5asc6ju 85 1 When when WRB work_n5rnfgtllvgutm66o3h5asc6ju 85 2 we -PRON- PRP work_n5rnfgtllvgutm66o3h5asc6ju 85 3 analyzed analyze VBD work_n5rnfgtllvgutm66o3h5asc6ju 85 4 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 85 5 graphic graphic NN work_n5rnfgtllvgutm66o3h5asc6ju 85 6 we -PRON- PRP work_n5rnfgtllvgutm66o3h5asc6ju 85 7 can can MD work_n5rnfgtllvgutm66o3h5asc6ju 85 8 see see VB work_n5rnfgtllvgutm66o3h5asc6ju 85 9 that that IN work_n5rnfgtllvgutm66o3h5asc6ju 85 10 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 85 11 students student NNS work_n5rnfgtllvgutm66o3h5asc6ju 85 12 ' ' POS work_n5rnfgtllvgutm66o3h5asc6ju 85 13 scores score NNS work_n5rnfgtllvgutm66o3h5asc6ju 85 14 between between IN work_n5rnfgtllvgutm66o3h5asc6ju 85 15 65 65 CD work_n5rnfgtllvgutm66o3h5asc6ju 85 16 - - SYM work_n5rnfgtllvgutm66o3h5asc6ju 85 17 80 80 CD work_n5rnfgtllvgutm66o3h5asc6ju 85 18 are be VBP work_n5rnfgtllvgutm66o3h5asc6ju 85 19 studying study VBG work_n5rnfgtllvgutm66o3h5asc6ju 85 20 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 85 21 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 85 22 distance distance NN work_n5rnfgtllvgutm66o3h5asc6ju 85 23 education education NN work_n5rnfgtllvgutm66o3h5asc6ju 85 24 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 85 25 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 85 26 students student NNS work_n5rnfgtllvgutm66o3h5asc6ju 85 27 ' ' POS work_n5rnfgtllvgutm66o3h5asc6ju 85 28 scores score NNS work_n5rnfgtllvgutm66o3h5asc6ju 85 29 between between IN work_n5rnfgtllvgutm66o3h5asc6ju 85 30 80 80 CD work_n5rnfgtllvgutm66o3h5asc6ju 85 31 - - SYM work_n5rnfgtllvgutm66o3h5asc6ju 85 32 100 100 CD work_n5rnfgtllvgutm66o3h5asc6ju 85 33 are be VBP work_n5rnfgtllvgutm66o3h5asc6ju 85 34 studying study VBG work_n5rnfgtllvgutm66o3h5asc6ju 85 35 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 85 36 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 85 37 formal formal JJ work_n5rnfgtllvgutm66o3h5asc6ju 85 38 education education NN work_n5rnfgtllvgutm66o3h5asc6ju 85 39 . . . work_n5rnfgtllvgutm66o3h5asc6ju 86 1 Also also RB work_n5rnfgtllvgutm66o3h5asc6ju 86 2 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 86 3 students student NNS work_n5rnfgtllvgutm66o3h5asc6ju 86 4 ’ ’ POS work_n5rnfgtllvgutm66o3h5asc6ju 86 5 scores score NNS work_n5rnfgtllvgutm66o3h5asc6ju 86 6 less less JJR work_n5rnfgtllvgutm66o3h5asc6ju 86 7 than than IN work_n5rnfgtllvgutm66o3h5asc6ju 86 8 60 60 CD work_n5rnfgtllvgutm66o3h5asc6ju 86 9 are be VBP work_n5rnfgtllvgutm66o3h5asc6ju 86 10 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 86 11 most most JJS work_n5rnfgtllvgutm66o3h5asc6ju 86 12 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 86 13 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 86 14 distance distance NN work_n5rnfgtllvgutm66o3h5asc6ju 86 15 education education NN work_n5rnfgtllvgutm66o3h5asc6ju 86 16 . . . work_n5rnfgtllvgutm66o3h5asc6ju 87 1 Fig fig NN work_n5rnfgtllvgutm66o3h5asc6ju 87 2 . . . work_n5rnfgtllvgutm66o3h5asc6ju 88 1 3 3 LS work_n5rnfgtllvgutm66o3h5asc6ju 88 2 . . . work_n5rnfgtllvgutm66o3h5asc6ju 89 1 Success Success NNP work_n5rnfgtllvgutm66o3h5asc6ju 89 2 graphic graphic NN work_n5rnfgtllvgutm66o3h5asc6ju 89 3 based base VBN work_n5rnfgtllvgutm66o3h5asc6ju 89 4 on on IN work_n5rnfgtllvgutm66o3h5asc6ju 89 5 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 89 6 type type NN work_n5rnfgtllvgutm66o3h5asc6ju 89 7 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 89 8 education education NN work_n5rnfgtllvgutm66o3h5asc6ju 89 9 Looking look VBG work_n5rnfgtllvgutm66o3h5asc6ju 89 10 at at IN work_n5rnfgtllvgutm66o3h5asc6ju 89 11 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 89 12 students student NNS work_n5rnfgtllvgutm66o3h5asc6ju 89 13 ’ ’ POS work_n5rnfgtllvgutm66o3h5asc6ju 89 14 school school NN work_n5rnfgtllvgutm66o3h5asc6ju 89 15 type type NN work_n5rnfgtllvgutm66o3h5asc6ju 89 16 , , , work_n5rnfgtllvgutm66o3h5asc6ju 89 17 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 89 18 students student NNS work_n5rnfgtllvgutm66o3h5asc6ju 89 19 which which WDT work_n5rnfgtllvgutm66o3h5asc6ju 89 20 come come VBP work_n5rnfgtllvgutm66o3h5asc6ju 89 21 from from IN work_n5rnfgtllvgutm66o3h5asc6ju 89 22 vocational vocational JJ work_n5rnfgtllvgutm66o3h5asc6ju 89 23 high high JJ work_n5rnfgtllvgutm66o3h5asc6ju 89 24 school school NN work_n5rnfgtllvgutm66o3h5asc6ju 89 25 are be VBP work_n5rnfgtllvgutm66o3h5asc6ju 89 26 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 89 27 5 5 CD work_n5rnfgtllvgutm66o3h5asc6ju 89 28 % % NN work_n5rnfgtllvgutm66o3h5asc6ju 89 29 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 89 30 total total NN work_n5rnfgtllvgutm66o3h5asc6ju 89 31 . . . work_n5rnfgtllvgutm66o3h5asc6ju 90 1 Therefore therefore RB work_n5rnfgtllvgutm66o3h5asc6ju 90 2 , , , work_n5rnfgtllvgutm66o3h5asc6ju 90 3 as as IN work_n5rnfgtllvgutm66o3h5asc6ju 90 4 shown show VBN work_n5rnfgtllvgutm66o3h5asc6ju 90 5 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 90 6 figure figure NN work_n5rnfgtllvgutm66o3h5asc6ju 90 7 4 4 CD work_n5rnfgtllvgutm66o3h5asc6ju 90 8 students student NNS work_n5rnfgtllvgutm66o3h5asc6ju 90 9 are be VBP work_n5rnfgtllvgutm66o3h5asc6ju 90 10 more more RBR work_n5rnfgtllvgutm66o3h5asc6ju 90 11 successful successful JJ work_n5rnfgtllvgutm66o3h5asc6ju 90 12 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 90 13 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 90 14 cultural cultural JJ work_n5rnfgtllvgutm66o3h5asc6ju 90 15 lessons lesson NNS work_n5rnfgtllvgutm66o3h5asc6ju 90 16 than than IN work_n5rnfgtllvgutm66o3h5asc6ju 90 17 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 90 18 vocational vocational JJ work_n5rnfgtllvgutm66o3h5asc6ju 90 19 lessons lesson NNS work_n5rnfgtllvgutm66o3h5asc6ju 90 20 . . . work_n5rnfgtllvgutm66o3h5asc6ju 91 1 267 267 CD work_n5rnfgtllvgutm66o3h5asc6ju 91 2 Baha Baha NNP work_n5rnfgtllvgutm66o3h5asc6ju 91 3 Sen Sen NNP work_n5rnfgtllvgutm66o3h5asc6ju 91 4 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 91 5 Emine Emine NNP work_n5rnfgtllvgutm66o3h5asc6ju 91 6 Ucar Ucar NNP work_n5rnfgtllvgutm66o3h5asc6ju 91 7 / / SYM work_n5rnfgtllvgutm66o3h5asc6ju 91 8 Procedia Procedia NNP work_n5rnfgtllvgutm66o3h5asc6ju 91 9 Technology Technology NNP work_n5rnfgtllvgutm66o3h5asc6ju 91 10 1 1 CD work_n5rnfgtllvgutm66o3h5asc6ju 91 11 ( ( -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 91 12 2012 2012 CD work_n5rnfgtllvgutm66o3h5asc6ju 91 13 ) ) -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 91 14 262 262 CD work_n5rnfgtllvgutm66o3h5asc6ju 91 15 – – : work_n5rnfgtllvgutm66o3h5asc6ju 91 16 267 267 CD work_n5rnfgtllvgutm66o3h5asc6ju 91 17 Fig fig NN work_n5rnfgtllvgutm66o3h5asc6ju 91 18 . . . work_n5rnfgtllvgutm66o3h5asc6ju 92 1 4 4 LS work_n5rnfgtllvgutm66o3h5asc6ju 92 2 . . . work_n5rnfgtllvgutm66o3h5asc6ju 93 1 Success Success NNP work_n5rnfgtllvgutm66o3h5asc6ju 93 2 graphic graphic NN work_n5rnfgtllvgutm66o3h5asc6ju 93 3 based base VBN work_n5rnfgtllvgutm66o3h5asc6ju 93 4 on on IN work_n5rnfgtllvgutm66o3h5asc6ju 93 5 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 93 6 type type NN work_n5rnfgtllvgutm66o3h5asc6ju 93 7 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 93 8 lesson lesson NN work_n5rnfgtllvgutm66o3h5asc6ju 93 9 References reference NNS work_n5rnfgtllvgutm66o3h5asc6ju 93 10 1 1 CD work_n5rnfgtllvgutm66o3h5asc6ju 93 11 . . . work_n5rnfgtllvgutm66o3h5asc6ju 94 1 A. A. NNP work_n5rnfgtllvgutm66o3h5asc6ju 94 2 P. P. NNP work_n5rnfgtllvgutm66o3h5asc6ju 94 3 Sanjeev Sanjeev NNP work_n5rnfgtllvgutm66o3h5asc6ju 94 4 ve ve NNP work_n5rnfgtllvgutm66o3h5asc6ju 94 5 J. J. NNP work_n5rnfgtllvgutm66o3h5asc6ju 94 6 M M NNP work_n5rnfgtllvgutm66o3h5asc6ju 94 7 , , , work_n5rnfgtllvgutm66o3h5asc6ju 94 8 Zytkow Zytkow NNP work_n5rnfgtllvgutm66o3h5asc6ju 94 9 . . . work_n5rnfgtllvgutm66o3h5asc6ju 95 1 “ " `` work_n5rnfgtllvgutm66o3h5asc6ju 95 2 Discovering Discovering NNP work_n5rnfgtllvgutm66o3h5asc6ju 95 3 Enrollment Enrollment NNP work_n5rnfgtllvgutm66o3h5asc6ju 95 4 Knowledge Knowledge NNP work_n5rnfgtllvgutm66o3h5asc6ju 95 5 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 95 6 University University NNP work_n5rnfgtllvgutm66o3h5asc6ju 95 7 Databases Databases NNPS work_n5rnfgtllvgutm66o3h5asc6ju 95 8 , , , work_n5rnfgtllvgutm66o3h5asc6ju 95 9 ” " '' work_n5rnfgtllvgutm66o3h5asc6ju 95 10 1th 1th NNP work_n5rnfgtllvgutm66o3h5asc6ju 95 11 Conference Conference NNP work_n5rnfgtllvgutm66o3h5asc6ju 95 12 on on IN work_n5rnfgtllvgutm66o3h5asc6ju 95 13 KDD KDD NNP work_n5rnfgtllvgutm66o3h5asc6ju 95 14 ( ( -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 95 15 Montreal Montreal NNP work_n5rnfgtllvgutm66o3h5asc6ju 95 16 . . . work_n5rnfgtllvgutm66o3h5asc6ju 96 1 20 20 CD work_n5rnfgtllvgutm66o3h5asc6ju 96 2 - - SYM work_n5rnfgtllvgutm66o3h5asc6ju 96 3 21 21 CD work_n5rnfgtllvgutm66o3h5asc6ju 96 4 August August NNP work_n5rnfgtllvgutm66o3h5asc6ju 96 5 1995 1995 CD work_n5rnfgtllvgutm66o3h5asc6ju 96 6 ) ) -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 96 7 , , , work_n5rnfgtllvgutm66o3h5asc6ju 96 8 246 246 CD work_n5rnfgtllvgutm66o3h5asc6ju 96 9 . . . work_n5rnfgtllvgutm66o3h5asc6ju 97 1 2 2 LS work_n5rnfgtllvgutm66o3h5asc6ju 97 2 . . . work_n5rnfgtllvgutm66o3h5asc6ju 98 1 K. K. NNP work_n5rnfgtllvgutm66o3h5asc6ju 98 2 Becker Becker NNP work_n5rnfgtllvgutm66o3h5asc6ju 98 3 , , , work_n5rnfgtllvgutm66o3h5asc6ju 98 4 C. C. NNP work_n5rnfgtllvgutm66o3h5asc6ju 98 5 Ghedini Ghedini NNP work_n5rnfgtllvgutm66o3h5asc6ju 98 6 ve ve NNP work_n5rnfgtllvgutm66o3h5asc6ju 98 7 E.L. E.L. NNP work_n5rnfgtllvgutm66o3h5asc6ju 98 8 Terra Terra NNP work_n5rnfgtllvgutm66o3h5asc6ju 98 9 , , , work_n5rnfgtllvgutm66o3h5asc6ju 98 10 “ " `` work_n5rnfgtllvgutm66o3h5asc6ju 98 11 Using use VBG work_n5rnfgtllvgutm66o3h5asc6ju 98 12 KDD KDD NNP work_n5rnfgtllvgutm66o3h5asc6ju 98 13 to to TO work_n5rnfgtllvgutm66o3h5asc6ju 98 14 analyze analyze VB work_n5rnfgtllvgutm66o3h5asc6ju 98 15 the the DT work_n5rnfgtllvgutm66o3h5asc6ju 98 16 impact impact NN work_n5rnfgtllvgutm66o3h5asc6ju 98 17 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 98 18 curriculum curriculum NN work_n5rnfgtllvgutm66o3h5asc6ju 98 19 revisions revision NNS work_n5rnfgtllvgutm66o3h5asc6ju 98 20 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 98 21 a a DT work_n5rnfgtllvgutm66o3h5asc6ju 98 22 Brazilian brazilian JJ work_n5rnfgtllvgutm66o3h5asc6ju 98 23 university university NN work_n5rnfgtllvgutm66o3h5asc6ju 98 24 , , , work_n5rnfgtllvgutm66o3h5asc6ju 98 25 ” " '' work_n5rnfgtllvgutm66o3h5asc6ju 98 26 SPIE SPIE NNP work_n5rnfgtllvgutm66o3h5asc6ju 98 27 14th 14th JJ work_n5rnfgtllvgutm66o3h5asc6ju 98 28 Annual Annual NNP work_n5rnfgtllvgutm66o3h5asc6ju 98 29 International International NNP work_n5rnfgtllvgutm66o3h5asc6ju 98 30 Conference Conference NNP work_n5rnfgtllvgutm66o3h5asc6ju 98 31 ( ( -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 98 32 Orlando Orlando NNP work_n5rnfgtllvgutm66o3h5asc6ju 98 33 . . . work_n5rnfgtllvgutm66o3h5asc6ju 99 1 April April NNP work_n5rnfgtllvgutm66o3h5asc6ju 99 2 2000 2000 CD work_n5rnfgtllvgutm66o3h5asc6ju 99 3 ) ) -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 99 4 , , , work_n5rnfgtllvgutm66o3h5asc6ju 99 5 412 412 CD work_n5rnfgtllvgutm66o3h5asc6ju 99 6 . . . work_n5rnfgtllvgutm66o3h5asc6ju 100 1 3 3 LS work_n5rnfgtllvgutm66o3h5asc6ju 100 2 . . . work_n5rnfgtllvgutm66o3h5asc6ju 101 1 J. J. NNP work_n5rnfgtllvgutm66o3h5asc6ju 101 2 Luan Luan NNP work_n5rnfgtllvgutm66o3h5asc6ju 101 3 , , , work_n5rnfgtllvgutm66o3h5asc6ju 101 4 “ " `` work_n5rnfgtllvgutm66o3h5asc6ju 101 5 Data Data NNP work_n5rnfgtllvgutm66o3h5asc6ju 101 6 Mining Mining NNP work_n5rnfgtllvgutm66o3h5asc6ju 101 7 , , , work_n5rnfgtllvgutm66o3h5asc6ju 101 8 Knowledge Knowledge NNP work_n5rnfgtllvgutm66o3h5asc6ju 101 9 Management Management NNP work_n5rnfgtllvgutm66o3h5asc6ju 101 10 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 101 11 Higher Higher NNP work_n5rnfgtllvgutm66o3h5asc6ju 101 12 Education Education NNP work_n5rnfgtllvgutm66o3h5asc6ju 101 13 , , , work_n5rnfgtllvgutm66o3h5asc6ju 101 14 Potential Potential NNP work_n5rnfgtllvgutm66o3h5asc6ju 101 15 Applications Applications NNPS work_n5rnfgtllvgutm66o3h5asc6ju 101 16 ” " '' work_n5rnfgtllvgutm66o3h5asc6ju 101 17 , , , work_n5rnfgtllvgutm66o3h5asc6ju 101 18 42nd 42nd JJ work_n5rnfgtllvgutm66o3h5asc6ju 101 19 Associate Associate NNP work_n5rnfgtllvgutm66o3h5asc6ju 101 20 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 101 21 Institutional Institutional NNP work_n5rnfgtllvgutm66o3h5asc6ju 101 22 Research Research NNP work_n5rnfgtllvgutm66o3h5asc6ju 101 23 International International NNP work_n5rnfgtllvgutm66o3h5asc6ju 101 24 Conference Conference NNP work_n5rnfgtllvgutm66o3h5asc6ju 101 25 ( ( -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 101 26 Toronto Toronto NNP work_n5rnfgtllvgutm66o3h5asc6ju 101 27 , , , work_n5rnfgtllvgutm66o3h5asc6ju 101 28 Canada Canada NNP work_n5rnfgtllvgutm66o3h5asc6ju 101 29 : : : work_n5rnfgtllvgutm66o3h5asc6ju 101 30 2002 2002 CD work_n5rnfgtllvgutm66o3h5asc6ju 101 31 ) ) -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 101 32 , , , work_n5rnfgtllvgutm66o3h5asc6ju 101 33 1 1 CD work_n5rnfgtllvgutm66o3h5asc6ju 101 34 . . . work_n5rnfgtllvgutm66o3h5asc6ju 102 1 4 4 LS work_n5rnfgtllvgutm66o3h5asc6ju 102 2 . . . work_n5rnfgtllvgutm66o3h5asc6ju 103 1 Ş.Erdoğan Ş.Erdoğan NNP work_n5rnfgtllvgutm66o3h5asc6ju 103 2 , , , work_n5rnfgtllvgutm66o3h5asc6ju 103 3 M. M. NNP work_n5rnfgtllvgutm66o3h5asc6ju 103 4 Timor Timor NNP work_n5rnfgtllvgutm66o3h5asc6ju 103 5 , , , work_n5rnfgtllvgutm66o3h5asc6ju 103 6 “ " `` work_n5rnfgtllvgutm66o3h5asc6ju 103 7 A A NNP work_n5rnfgtllvgutm66o3h5asc6ju 103 8 Data Data NNPS work_n5rnfgtllvgutm66o3h5asc6ju 103 9 Mining Mining NNP work_n5rnfgtllvgutm66o3h5asc6ju 103 10 Application Application NNP work_n5rnfgtllvgutm66o3h5asc6ju 103 11 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 103 12 a a DT work_n5rnfgtllvgutm66o3h5asc6ju 103 13 Student Student NNP work_n5rnfgtllvgutm66o3h5asc6ju 103 14 Database Database NNP work_n5rnfgtllvgutm66o3h5asc6ju 103 15 , , , work_n5rnfgtllvgutm66o3h5asc6ju 103 16 ” " '' work_n5rnfgtllvgutm66o3h5asc6ju 103 17 Havacılık havacılık NN work_n5rnfgtllvgutm66o3h5asc6ju 103 18 ve ve VBP work_n5rnfgtllvgutm66o3h5asc6ju 103 19 Uzay Uzay NNP work_n5rnfgtllvgutm66o3h5asc6ju 103 20 Dergisi Dergisi NNP work_n5rnfgtllvgutm66o3h5asc6ju 103 21 . . . work_n5rnfgtllvgutm66o3h5asc6ju 104 1 Cilt cilt NN work_n5rnfgtllvgutm66o3h5asc6ju 104 2 No no NN work_n5rnfgtllvgutm66o3h5asc6ju 104 3 2,Sayı 2,sayı NN work_n5rnfgtllvgutm66o3h5asc6ju 104 4 2 2 CD work_n5rnfgtllvgutm66o3h5asc6ju 104 5 : : : work_n5rnfgtllvgutm66o3h5asc6ju 104 6 57 57 CD work_n5rnfgtllvgutm66o3h5asc6ju 104 7 - - SYM work_n5rnfgtllvgutm66o3h5asc6ju 104 8 64 64 CD work_n5rnfgtllvgutm66o3h5asc6ju 104 9 , , , work_n5rnfgtllvgutm66o3h5asc6ju 104 10 ( ( -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 104 11 July July NNP work_n5rnfgtllvgutm66o3h5asc6ju 104 12 2005 2005 CD work_n5rnfgtllvgutm66o3h5asc6ju 104 13 ) ) -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 104 14 , , , work_n5rnfgtllvgutm66o3h5asc6ju 104 15 57 57 CD work_n5rnfgtllvgutm66o3h5asc6ju 104 16 . . . work_n5rnfgtllvgutm66o3h5asc6ju 105 1 5 5 CD work_n5rnfgtllvgutm66o3h5asc6ju 105 2 . . . work_n5rnfgtllvgutm66o3h5asc6ju 106 1 M.Vranić M.Vranić NNP work_n5rnfgtllvgutm66o3h5asc6ju 106 2 , , , work_n5rnfgtllvgutm66o3h5asc6ju 106 3 D. D. NNP work_n5rnfgtllvgutm66o3h5asc6ju 106 4 Pintar Pintar NNP work_n5rnfgtllvgutm66o3h5asc6ju 106 5 , , , work_n5rnfgtllvgutm66o3h5asc6ju 106 6 Z.Skoćır Z.Skoćır NNP work_n5rnfgtllvgutm66o3h5asc6ju 106 7 , , , work_n5rnfgtllvgutm66o3h5asc6ju 106 8 “ " `` work_n5rnfgtllvgutm66o3h5asc6ju 106 9 The the DT work_n5rnfgtllvgutm66o3h5asc6ju 106 10 Use Use NNP work_n5rnfgtllvgutm66o3h5asc6ju 106 11 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 106 12 Data Data NNP work_n5rnfgtllvgutm66o3h5asc6ju 106 13 Mining Mining NNP work_n5rnfgtllvgutm66o3h5asc6ju 106 14 in in IN work_n5rnfgtllvgutm66o3h5asc6ju 106 15 Education Education NNP work_n5rnfgtllvgutm66o3h5asc6ju 106 16 Environment Environment NNP work_n5rnfgtllvgutm66o3h5asc6ju 106 17 , , , work_n5rnfgtllvgutm66o3h5asc6ju 106 18 ” " '' work_n5rnfgtllvgutm66o3h5asc6ju 106 19 ConTEL ConTEL NNP work_n5rnfgtllvgutm66o3h5asc6ju 106 20 2007 2007 CD work_n5rnfgtllvgutm66o3h5asc6ju 106 21 ( ( -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 106 22 Zagrep Zagrep NNP work_n5rnfgtllvgutm66o3h5asc6ju 106 23 13 13 CD work_n5rnfgtllvgutm66o3h5asc6ju 106 24 - - SYM work_n5rnfgtllvgutm66o3h5asc6ju 106 25 15 15 CD work_n5rnfgtllvgutm66o3h5asc6ju 106 26 June June NNP work_n5rnfgtllvgutm66o3h5asc6ju 106 27 2007 2007 CD work_n5rnfgtllvgutm66o3h5asc6ju 106 28 ) ) -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 106 29 , , , work_n5rnfgtllvgutm66o3h5asc6ju 106 30 243 243 CD work_n5rnfgtllvgutm66o3h5asc6ju 106 31 . . . work_n5rnfgtllvgutm66o3h5asc6ju 107 1 6 6 CD work_n5rnfgtllvgutm66o3h5asc6ju 107 2 . . . work_n5rnfgtllvgutm66o3h5asc6ju 108 1 Internet internet NN work_n5rnfgtllvgutm66o3h5asc6ju 108 2 : : : work_n5rnfgtllvgutm66o3h5asc6ju 108 3 Eğitim Eğitim NNP work_n5rnfgtllvgutm66o3h5asc6ju 108 4 Sisteminin Sisteminin NNP work_n5rnfgtllvgutm66o3h5asc6ju 108 5 Genel Genel NNP work_n5rnfgtllvgutm66o3h5asc6ju 108 6 Yapısı Yapısı NNP work_n5rnfgtllvgutm66o3h5asc6ju 108 7 , , , work_n5rnfgtllvgutm66o3h5asc6ju 108 8 http://www.meb.gov.tr/Stats/Apk2002/3_2.htm http://www.meb.gov.tr/Stats/Apk2002/3_2.htm NNP work_n5rnfgtllvgutm66o3h5asc6ju 108 9 7 7 CD work_n5rnfgtllvgutm66o3h5asc6ju 108 10 . . . work_n5rnfgtllvgutm66o3h5asc6ju 109 1 H. H. NNP work_n5rnfgtllvgutm66o3h5asc6ju 109 2 E.Koçer E.Koçer NNP work_n5rnfgtllvgutm66o3h5asc6ju 109 3 , , , work_n5rnfgtllvgutm66o3h5asc6ju 109 4 “ " `` work_n5rnfgtllvgutm66o3h5asc6ju 109 5 Web web NN work_n5rnfgtllvgutm66o3h5asc6ju 109 6 tabanlı tabanlı NN work_n5rnfgtllvgutm66o3h5asc6ju 109 7 uzaktan uzaktan NNP work_n5rnfgtllvgutm66o3h5asc6ju 109 8 eğitim eğitim NNP work_n5rnfgtllvgutm66o3h5asc6ju 109 9 ” " '' work_n5rnfgtllvgutm66o3h5asc6ju 109 10 , , , work_n5rnfgtllvgutm66o3h5asc6ju 109 11 Yüksek Yüksek NNP work_n5rnfgtllvgutm66o3h5asc6ju 109 12 Lisans Lisans NNPS work_n5rnfgtllvgutm66o3h5asc6ju 109 13 Tezi Tezi NNP work_n5rnfgtllvgutm66o3h5asc6ju 109 14 , , , work_n5rnfgtllvgutm66o3h5asc6ju 109 15 Selçuk Selçuk NNP work_n5rnfgtllvgutm66o3h5asc6ju 109 16 Üniversitesi üniversitesi JJ work_n5rnfgtllvgutm66o3h5asc6ju 109 17 Fen Fen NNP work_n5rnfgtllvgutm66o3h5asc6ju 109 18 Bilimleri Bilimleri NNP work_n5rnfgtllvgutm66o3h5asc6ju 109 19 Enstitüsü Enstitüsü NNP work_n5rnfgtllvgutm66o3h5asc6ju 109 20 , , , work_n5rnfgtllvgutm66o3h5asc6ju 109 21 Konya Konya NNP work_n5rnfgtllvgutm66o3h5asc6ju 109 22 , , , work_n5rnfgtllvgutm66o3h5asc6ju 109 23 1 1 CD work_n5rnfgtllvgutm66o3h5asc6ju 109 24 - - SYM work_n5rnfgtllvgutm66o3h5asc6ju 109 25 100 100 CD work_n5rnfgtllvgutm66o3h5asc6ju 109 26 ( ( -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 109 27 2001 2001 CD work_n5rnfgtllvgutm66o3h5asc6ju 109 28 ) ) -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 109 29 8 8 CD work_n5rnfgtllvgutm66o3h5asc6ju 109 30 . . . work_n5rnfgtllvgutm66o3h5asc6ju 110 1 C. C. NNP work_n5rnfgtllvgutm66o3h5asc6ju 110 2 Shearer Shearer NNP work_n5rnfgtllvgutm66o3h5asc6ju 110 3 , , , work_n5rnfgtllvgutm66o3h5asc6ju 110 4 “ " `` work_n5rnfgtllvgutm66o3h5asc6ju 110 5 The the DT work_n5rnfgtllvgutm66o3h5asc6ju 110 6 CRISP CRISP NNP work_n5rnfgtllvgutm66o3h5asc6ju 110 7 - - HYPH work_n5rnfgtllvgutm66o3h5asc6ju 110 8 DM DM NNP work_n5rnfgtllvgutm66o3h5asc6ju 110 9 model model NN work_n5rnfgtllvgutm66o3h5asc6ju 110 10 : : : work_n5rnfgtllvgutm66o3h5asc6ju 110 11 The the DT work_n5rnfgtllvgutm66o3h5asc6ju 110 12 new new JJ work_n5rnfgtllvgutm66o3h5asc6ju 110 13 blueprint blueprint NN work_n5rnfgtllvgutm66o3h5asc6ju 110 14 for for IN work_n5rnfgtllvgutm66o3h5asc6ju 110 15 data datum NNS work_n5rnfgtllvgutm66o3h5asc6ju 110 16 mining mining NN work_n5rnfgtllvgutm66o3h5asc6ju 110 17 ” " '' work_n5rnfgtllvgutm66o3h5asc6ju 110 18 Journal Journal NNP work_n5rnfgtllvgutm66o3h5asc6ju 110 19 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 110 20 DataWarehousing DataWarehousing NNP work_n5rnfgtllvgutm66o3h5asc6ju 110 21 , , , work_n5rnfgtllvgutm66o3h5asc6ju 110 22 ( ( -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 110 23 2000 2000 CD work_n5rnfgtllvgutm66o3h5asc6ju 110 24 ) ) -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 110 25 . . . work_n5rnfgtllvgutm66o3h5asc6ju 111 1 5 5 CD work_n5rnfgtllvgutm66o3h5asc6ju 111 2 : : SYM work_n5rnfgtllvgutm66o3h5asc6ju 111 3 13 13 CD work_n5rnfgtllvgutm66o3h5asc6ju 111 4 - - SYM work_n5rnfgtllvgutm66o3h5asc6ju 111 5 22 22 CD work_n5rnfgtllvgutm66o3h5asc6ju 111 6 . . . work_n5rnfgtllvgutm66o3h5asc6ju 112 1 9 9 CD work_n5rnfgtllvgutm66o3h5asc6ju 112 2 . . . work_n5rnfgtllvgutm66o3h5asc6ju 113 1 S. S. NNP work_n5rnfgtllvgutm66o3h5asc6ju 113 2 Haykin Haykin NNP work_n5rnfgtllvgutm66o3h5asc6ju 113 3 , , , work_n5rnfgtllvgutm66o3h5asc6ju 113 4 Neural Neural NNP work_n5rnfgtllvgutm66o3h5asc6ju 113 5 Networks Networks NNPS work_n5rnfgtllvgutm66o3h5asc6ju 113 6 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 113 7 Learning Learning NNP work_n5rnfgtllvgutm66o3h5asc6ju 113 8 Machines Machines NNPS work_n5rnfgtllvgutm66o3h5asc6ju 113 9 ( ( -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 113 10 3rd 3rd NNP work_n5rnfgtllvgutm66o3h5asc6ju 113 11 Ed Ed NNP work_n5rnfgtllvgutm66o3h5asc6ju 113 12 . . . work_n5rnfgtllvgutm66o3h5asc6ju 113 13 ) ) -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 113 14 . . . work_n5rnfgtllvgutm66o3h5asc6ju 114 1 ( ( -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 114 2 2008 2008 CD work_n5rnfgtllvgutm66o3h5asc6ju 114 3 ) ) -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 114 4 . . . work_n5rnfgtllvgutm66o3h5asc6ju 115 1 New New NNP work_n5rnfgtllvgutm66o3h5asc6ju 115 2 Jersey Jersey NNP work_n5rnfgtllvgutm66o3h5asc6ju 115 3 : : : work_n5rnfgtllvgutm66o3h5asc6ju 115 4 Prentice Prentice NNP work_n5rnfgtllvgutm66o3h5asc6ju 115 5 Hall Hall NNP work_n5rnfgtllvgutm66o3h5asc6ju 115 6 . . . work_n5rnfgtllvgutm66o3h5asc6ju 116 1 10 10 CD work_n5rnfgtllvgutm66o3h5asc6ju 116 2 . . . work_n5rnfgtllvgutm66o3h5asc6ju 117 1 K.Hornik K.Hornik NNP work_n5rnfgtllvgutm66o3h5asc6ju 117 2 , , , work_n5rnfgtllvgutm66o3h5asc6ju 117 3 , , , work_n5rnfgtllvgutm66o3h5asc6ju 117 4 M.Stinchcombe M.Stinchcombe NNP work_n5rnfgtllvgutm66o3h5asc6ju 117 5 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 117 6 H.White H.White NNP work_n5rnfgtllvgutm66o3h5asc6ju 117 7 , , , work_n5rnfgtllvgutm66o3h5asc6ju 117 8 “ " `` work_n5rnfgtllvgutm66o3h5asc6ju 117 9 Universal universal JJ work_n5rnfgtllvgutm66o3h5asc6ju 117 10 approximation approximation NN work_n5rnfgtllvgutm66o3h5asc6ju 117 11 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 117 12 an an DT work_n5rnfgtllvgutm66o3h5asc6ju 117 13 unknown unknown JJ work_n5rnfgtllvgutm66o3h5asc6ju 117 14 mapping mapping NN work_n5rnfgtllvgutm66o3h5asc6ju 117 15 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 117 16 its -PRON- PRP$ work_n5rnfgtllvgutm66o3h5asc6ju 117 17 derivatives derivative NNS work_n5rnfgtllvgutm66o3h5asc6ju 117 18 using use VBG work_n5rnfgtllvgutm66o3h5asc6ju 117 19 multilayer multilayer NNP work_n5rnfgtllvgutm66o3h5asc6ju 117 20 feedforward feedforward NN work_n5rnfgtllvgutm66o3h5asc6ju 117 21 network network NN work_n5rnfgtllvgutm66o3h5asc6ju 117 22 ” " '' work_n5rnfgtllvgutm66o3h5asc6ju 117 23 Neural Neural NNP work_n5rnfgtllvgutm66o3h5asc6ju 117 24 Networks Networks NNP work_n5rnfgtllvgutm66o3h5asc6ju 117 25 , , , work_n5rnfgtllvgutm66o3h5asc6ju 117 26 ( ( -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 117 27 1990 1990 CD work_n5rnfgtllvgutm66o3h5asc6ju 117 28 ) ) -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 117 29 . . . work_n5rnfgtllvgutm66o3h5asc6ju 118 1 3 3 LS work_n5rnfgtllvgutm66o3h5asc6ju 118 2 : : : work_n5rnfgtllvgutm66o3h5asc6ju 118 3 359 359 CD work_n5rnfgtllvgutm66o3h5asc6ju 118 4 - - SYM work_n5rnfgtllvgutm66o3h5asc6ju 118 5 366 366 CD work_n5rnfgtllvgutm66o3h5asc6ju 118 6 . . . work_n5rnfgtllvgutm66o3h5asc6ju 119 1 11 11 CD work_n5rnfgtllvgutm66o3h5asc6ju 119 2 . . . work_n5rnfgtllvgutm66o3h5asc6ju 120 1 L.Quinlan L.Quinlan NNP work_n5rnfgtllvgutm66o3h5asc6ju 120 2 , , , work_n5rnfgtllvgutm66o3h5asc6ju 120 3 C4.5 C4.5 NNP work_n5rnfgtllvgutm66o3h5asc6ju 120 4 : : : work_n5rnfgtllvgutm66o3h5asc6ju 120 5 Programs program NNS work_n5rnfgtllvgutm66o3h5asc6ju 120 6 for for IN work_n5rnfgtllvgutm66o3h5asc6ju 120 7 machine machine NN work_n5rnfgtllvgutm66o3h5asc6ju 120 8 learning learning NN work_n5rnfgtllvgutm66o3h5asc6ju 120 9 , , , work_n5rnfgtllvgutm66o3h5asc6ju 120 10 Morgan Morgan NNP work_n5rnfgtllvgutm66o3h5asc6ju 120 11 Kaufmann Kaufmann NNP work_n5rnfgtllvgutm66o3h5asc6ju 120 12 , , , work_n5rnfgtllvgutm66o3h5asc6ju 120 13 ( ( -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 120 14 1993 1993 CD work_n5rnfgtllvgutm66o3h5asc6ju 120 15 ) ) -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 120 16 . . . work_n5rnfgtllvgutm66o3h5asc6ju 121 1 San San NNP work_n5rnfgtllvgutm66o3h5asc6ju 121 2 Mateo Mateo NNP work_n5rnfgtllvgutm66o3h5asc6ju 121 3 , , , work_n5rnfgtllvgutm66o3h5asc6ju 121 4 CA CA NNP work_n5rnfgtllvgutm66o3h5asc6ju 121 5 . . . work_n5rnfgtllvgutm66o3h5asc6ju 122 1 12 12 CD work_n5rnfgtllvgutm66o3h5asc6ju 122 2 . . . work_n5rnfgtllvgutm66o3h5asc6ju 123 1 L. L. NNP work_n5rnfgtllvgutm66o3h5asc6ju 123 2 Quinlan Quinlan NNP work_n5rnfgtllvgutm66o3h5asc6ju 123 3 , , , work_n5rnfgtllvgutm66o3h5asc6ju 123 4 “ " `` work_n5rnfgtllvgutm66o3h5asc6ju 123 5 Induction induction NN work_n5rnfgtllvgutm66o3h5asc6ju 123 6 of of IN work_n5rnfgtllvgutm66o3h5asc6ju 123 7 decision decision NN work_n5rnfgtllvgutm66o3h5asc6ju 123 8 trees tree NNS work_n5rnfgtllvgutm66o3h5asc6ju 123 9 ” " '' work_n5rnfgtllvgutm66o3h5asc6ju 123 10 Machine Machine NNP work_n5rnfgtllvgutm66o3h5asc6ju 123 11 Learning Learning NNP work_n5rnfgtllvgutm66o3h5asc6ju 123 12 , , , work_n5rnfgtllvgutm66o3h5asc6ju 123 13 ( ( -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 123 14 1986 1986 CD work_n5rnfgtllvgutm66o3h5asc6ju 123 15 ) ) -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 123 16 . . . work_n5rnfgtllvgutm66o3h5asc6ju 124 1 1 1 CD work_n5rnfgtllvgutm66o3h5asc6ju 124 2 : : : work_n5rnfgtllvgutm66o3h5asc6ju 124 3 81–106 81–106 CD work_n5rnfgtllvgutm66o3h5asc6ju 124 4 . . . work_n5rnfgtllvgutm66o3h5asc6ju 125 1 13 13 CD work_n5rnfgtllvgutm66o3h5asc6ju 125 2 . . . work_n5rnfgtllvgutm66o3h5asc6ju 126 1 L.Breiman L.Breiman NNP work_n5rnfgtllvgutm66o3h5asc6ju 126 2 , , , work_n5rnfgtllvgutm66o3h5asc6ju 126 3 J.H.Friedman J.H.Friedman NNP work_n5rnfgtllvgutm66o3h5asc6ju 126 4 , , , work_n5rnfgtllvgutm66o3h5asc6ju 126 5 , , , work_n5rnfgtllvgutm66o3h5asc6ju 126 6 R.A. R.A. NNP work_n5rnfgtllvgutm66o3h5asc6ju 126 7 Olshenm Olshenm NNP work_n5rnfgtllvgutm66o3h5asc6ju 126 8 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 126 9 C.J.Stone C.J.Stone NNP work_n5rnfgtllvgutm66o3h5asc6ju 126 10 , , , work_n5rnfgtllvgutm66o3h5asc6ju 126 11 Classification classification NN work_n5rnfgtllvgutm66o3h5asc6ju 126 12 and and CC work_n5rnfgtllvgutm66o3h5asc6ju 126 13 regression regression NN work_n5rnfgtllvgutm66o3h5asc6ju 126 14 trees tree NNS work_n5rnfgtllvgutm66o3h5asc6ju 126 15 , , , work_n5rnfgtllvgutm66o3h5asc6ju 126 16 Wadsworth Wadsworth NNP work_n5rnfgtllvgutm66o3h5asc6ju 126 17 & & CC work_n5rnfgtllvgutm66o3h5asc6ju 126 18 Brooks Brooks NNP work_n5rnfgtllvgutm66o3h5asc6ju 126 19 / / SYM work_n5rnfgtllvgutm66o3h5asc6ju 126 20 Cole Cole NNP work_n5rnfgtllvgutm66o3h5asc6ju 126 21 Advanced Advanced NNP work_n5rnfgtllvgutm66o3h5asc6ju 126 22 Books Books NNP work_n5rnfgtllvgutm66o3h5asc6ju 126 23 & & CC work_n5rnfgtllvgutm66o3h5asc6ju 126 24 Software Software NNP work_n5rnfgtllvgutm66o3h5asc6ju 126 25 , , , work_n5rnfgtllvgutm66o3h5asc6ju 126 26 ( ( -LRB- work_n5rnfgtllvgutm66o3h5asc6ju 126 27 1984 1984 CD work_n5rnfgtllvgutm66o3h5asc6ju 126 28 ) ) -RRB- work_n5rnfgtllvgutm66o3h5asc6ju 126 29 . . . work_n5rnfgtllvgutm66o3h5asc6ju 127 1 Monterey Monterey NNP work_n5rnfgtllvgutm66o3h5asc6ju 127 2 , , , work_n5rnfgtllvgutm66o3h5asc6ju 127 3 CA CA NNP work_n5rnfgtllvgutm66o3h5asc6ju 127 4 . . .