id sid tid token lemma pos 0v838052034 1 1 this this DET 0v838052034 1 2 dissertation dissertation NOUN 0v838052034 1 3 has have VERB 0v838052034 1 4 three three NUM 0v838052034 1 5 major major ADJ 0v838052034 1 6 aims aim NOUN 0v838052034 1 7 : : PUNCT 0v838052034 1 8 ( ( PUNCT 0v838052034 1 9 1 1 X 0v838052034 1 10 ) ) PUNCT 0v838052034 1 11 obtain obtain VERB 0v838052034 1 12 a a DET 0v838052034 1 13 better well ADJ 0v838052034 1 14 formula formula NOUN 0v838052034 1 15 for for ADP 0v838052034 1 16 the the DET 0v838052034 1 17 optimal optimal ADJ 0v838052034 1 18 tuning tuning NOUN 0v838052034 1 19 parameters parameter NOUN 0v838052034 1 20 in in ADP 0v838052034 1 21 rgls rgls NOUN 0v838052034 1 22 methods method NOUN 0v838052034 1 23 ; ; PUNCT 0v838052034 1 24 ( ( PUNCT 0v838052034 1 25 2 2 X 0v838052034 1 26 ) ) PUNCT 0v838052034 1 27 correct correct VERB 0v838052034 1 28 the the DET 0v838052034 1 29 performance performance NOUN 0v838052034 1 30 of of ADP 0v838052034 1 31 sandwich sandwich NOUN 0v838052034 1 32 - - PUNCT 0v838052034 1 33 type type NOUN 0v838052034 1 34 standard standard ADJ 0v838052034 1 35 errors error NOUN 0v838052034 1 36 to to PART 0v838052034 1 37 make make VERB 0v838052034 1 38 them they PRON 0v838052034 1 39 closer close ADJ 0v838052034 1 40 to to ADP 0v838052034 1 41 empirical empirical ADJ 0v838052034 1 42 standard standard ADJ 0v838052034 1 43 errors error NOUN 0v838052034 1 44 ; ; PUNCT 0v838052034 1 45 and and CCONJ 0v838052034 1 46 ( ( PUNCT 0v838052034 1 47 3 3 X 0v838052034 1 48 ) ) PUNCT 0v838052034 1 49 improve improve VERB 0v838052034 1 50 the the DET 0v838052034 1 51 type type NOUN 0v838052034 1 52 i i PRON 0v838052034 1 53 error error NOUN 0v838052034 1 54 control control NOUN 0v838052034 1 55 of of ADP 0v838052034 1 56 corresponding correspond VERB 0v838052034 1 57 test test NOUN 0v838052034 1 58 statistics statistic NOUN 0v838052034 1 59 by by ADP 0v838052034 1 60 rescaling rescale VERB 0v838052034 1 61 their their PRON 0v838052034 1 62 means mean NOUN 0v838052034 1 63 to to ADP 0v838052034 1 64 the the DET 0v838052034 1 65 degrees degree NOUN 0v838052034 1 66 of of ADP 0v838052034 1 67 freedom freedom NOUN 0v838052034 1 68 of of ADP 0v838052034 1 69 their their PRON 0v838052034 1 70 nominal nominal ADJ 0v838052034 1 71 chi chi ADJ 0v838052034 1 72 - - PUNCT 0v838052034 1 73 square square ADJ 0v838052034 1 74 distributions distribution NOUN 0v838052034 1 75 . . PUNCT 0v838052034 2 1 analytical analytical ADJ 0v838052034 2 2 approaches approach NOUN 0v838052034 2 3 could could AUX 0v838052034 2 4 be be AUX 0v838052034 2 5 taken take VERB 0v838052034 2 6 to to PART 0v838052034 2 7 achieve achieve VERB 0v838052034 2 8 these these DET 0v838052034 2 9 aims aim NOUN 0v838052034 2 10 but but CCONJ 0v838052034 2 11 they they PRON 0v838052034 2 12 might might AUX 0v838052034 2 13 be be AUX 0v838052034 2 14 too too ADV 0v838052034 2 15 complex complex ADJ 0v838052034 2 16 to to PART 0v838052034 2 17 use use VERB 0v838052034 2 18 in in ADP 0v838052034 2 19 practice practice NOUN 0v838052034 2 20 and and CCONJ 0v838052034 2 21 analytical analytical ADJ 0v838052034 2 22 solutions solution NOUN 0v838052034 2 23 also also ADV 0v838052034 2 24 need need VERB 0v838052034 2 25 to to PART 0v838052034 2 26 be be AUX 0v838052034 2 27 examined examine VERB 0v838052034 2 28 empirically empirically ADV 0v838052034 2 29 . . PUNCT 0v838052034 3 1 instead instead ADV 0v838052034 3 2 , , PUNCT 0v838052034 3 3 an an DET 0v838052034 3 4 empirical empirical ADJ 0v838052034 3 5 modeling modeling NOUN 0v838052034 3 6 approach approach NOUN 0v838052034 3 7 was be AUX 0v838052034 3 8 taken take VERB 0v838052034 3 9 in in ADP 0v838052034 3 10 this this DET 0v838052034 3 11 dissertation dissertation NOUN 0v838052034 3 12 . . PUNCT 0v838052034 4 1 the the DET 0v838052034 4 2 idea idea NOUN 0v838052034 4 3 of of ADP 0v838052034 4 4 the the DET 0v838052034 4 5 empirical empirical ADJ 0v838052034 4 6 modeling modeling NOUN 0v838052034 4 7 approach approach NOUN 0v838052034 4 8 is be AUX 0v838052034 4 9 to to PART 0v838052034 4 10 first first ADV 0v838052034 4 11 conduct conduct VERB 0v838052034 4 12 a a DET 0v838052034 4 13 simulation simulation NOUN 0v838052034 4 14 study study NOUN 0v838052034 4 15 in in ADP 0v838052034 4 16 a a DET 0v838052034 4 17 wide wide ADJ 0v838052034 4 18 variety variety NOUN 0v838052034 4 19 of of ADP 0v838052034 4 20 conditions condition NOUN 0v838052034 4 21 , , PUNCT 0v838052034 4 22 and and CCONJ 0v838052034 4 23 collect collect VERB 0v838052034 4 24 parameter parameter NOUN 0v838052034 4 25 estimates estimate NOUN 0v838052034 4 26 / / SYM 0v838052034 4 27 test test NOUN 0v838052034 4 28 statistics statistic NOUN 0v838052034 4 29 / / SYM 0v838052034 4 30 standard standard ADJ 0v838052034 4 31 errors error NOUN 0v838052034 4 32 for for ADP 0v838052034 4 33 every every DET 0v838052034 4 34 condition condition NOUN 0v838052034 4 35 ; ; PUNCT 0v838052034 4 36 then then ADV 0v838052034 4 37 compare compare VERB 0v838052034 4 38 these these DET 0v838052034 4 39 empirical empirical ADJ 0v838052034 4 40 results result NOUN 0v838052034 4 41 with with ADP 0v838052034 4 42 their their PRON 0v838052034 4 43 theoretical theoretical ADJ 0v838052034 4 44 counterparts counterpart NOUN 0v838052034 4 45 ( ( PUNCT 0v838052034 4 46 e.g. e.g. ADV 0v838052034 4 47 , , PUNCT 0v838052034 4 48 compare compare VERB 0v838052034 4 49 parameter parameter NOUN 0v838052034 4 50 estimates estimate NOUN 0v838052034 4 51 with with ADP 0v838052034 4 52 the the DET 0v838052034 4 53 population population NOUN 0v838052034 4 54 values value NOUN 0v838052034 4 55 used use VERB 0v838052034 4 56 in in ADP 0v838052034 4 57 the the DET 0v838052034 4 58 simulation simulation NOUN 0v838052034 4 59 study study NOUN 0v838052034 4 60 , , PUNCT 0v838052034 4 61 compare compare VERB 0v838052034 4 62 sandwich sandwich NOUN 0v838052034 4 63 - - PUNCT 0v838052034 4 64 type type NOUN 0v838052034 4 65 standard standard ADJ 0v838052034 4 66 errors error NOUN 0v838052034 4 67 with with ADP 0v838052034 4 68 the the DET 0v838052034 4 69 empirical empirical ADJ 0v838052034 4 70 ones one NOUN 0v838052034 4 71 , , PUNCT 0v838052034 4 72 and and CCONJ 0v838052034 4 73 refer refer VERB 0v838052034 4 74 test test NOUN 0v838052034 4 75 statistics statistic NOUN 0v838052034 4 76 to to ADP 0v838052034 4 77 their their PRON 0v838052034 4 78 nominal nominal ADJ 0v838052034 4 79 chi chi ADJ 0v838052034 4 80 - - PUNCT 0v838052034 4 81 square square ADJ 0v838052034 4 82 distributions distribution NOUN 0v838052034 4 83 ) ) PUNCT 0v838052034 4 84 ; ; PUNCT 0v838052034 4 85 if if SCONJ 0v838052034 4 86 these these DET 0v838052034 4 87 statistics statistic NOUN 0v838052034 4 88 do do AUX 0v838052034 4 89 not not PART 0v838052034 4 90 perform perform VERB 0v838052034 4 91 as as SCONJ 0v838052034 4 92 expected expect VERB 0v838052034 4 93 in in ADP 0v838052034 4 94 this this DET 0v838052034 4 95 simulation simulation NOUN 0v838052034 4 96 study study NOUN 0v838052034 4 97 , , PUNCT 0v838052034 4 98 the the DET 0v838052034 4 99 empirical empirical ADJ 0v838052034 4 100 modeling modeling NOUN 0v838052034 4 101 approach approach NOUN 0v838052034 4 102 can can AUX 0v838052034 4 103 be be AUX 0v838052034 4 104 employed employ VERB 0v838052034 4 105 to to PART 0v838052034 4 106 correct correct VERB 0v838052034 4 107 their their PRON 0v838052034 4 108 behavior behavior NOUN 0v838052034 4 109 based base VERB 0v838052034 4 110 on on ADP 0v838052034 4 111 simulation simulation NOUN 0v838052034 4 112 results result NOUN 0v838052034 4 113 . . PUNCT