id sid tid token lemma pos c534fn1291p 1 1 face face NOUN c534fn1291p 1 2 - - PUNCT c534fn1291p 1 3 based base VERB c534fn1291p 1 4 biometrics biometric NOUN c534fn1291p 1 5 has have AUX c534fn1291p 1 6 become become VERB c534fn1291p 1 7 popular popular ADJ c534fn1291p 1 8 in in ADP c534fn1291p 1 9 many many ADJ c534fn1291p 1 10 security security NOUN c534fn1291p 1 11 applications application NOUN c534fn1291p 1 12 due due ADJ c534fn1291p 1 13 to to ADP c534fn1291p 1 14 the the DET c534fn1291p 1 15 compromises compromise NOUN c534fn1291p 1 16 made make VERB c534fn1291p 1 17 between between ADP c534fn1291p 1 18 reliability reliability NOUN c534fn1291p 1 19 , , PUNCT c534fn1291p 1 20 social social ADJ c534fn1291p 1 21 acceptance acceptance NOUN c534fn1291p 1 22 , , PUNCT c534fn1291p 1 23 and and CCONJ c534fn1291p 1 24 privacy privacy NOUN c534fn1291p 1 25 . . PUNCT c534fn1291p 2 1 many many ADJ c534fn1291p 2 2 high high ADJ c534fn1291p 2 3 performance performance NOUN c534fn1291p 2 4 face face VERB c534fn1291p 2 5 biometric biometric ADJ c534fn1291p 2 6 systems system NOUN c534fn1291p 2 7 now now ADV c534fn1291p 2 8 exist exist VERB c534fn1291p 2 9 which which PRON c534fn1291p 2 10 rely rely VERB c534fn1291p 2 11 on on ADP c534fn1291p 2 12 machine machine NOUN c534fn1291p 2 13 learnable learnable NOUN c534fn1291p 2 14 features feature NOUN c534fn1291p 2 15 . . PUNCT c534fn1291p 3 1 however however ADV c534fn1291p 3 2 , , PUNCT c534fn1291p 3 3 when when SCONJ c534fn1291p 3 4 errors error NOUN c534fn1291p 3 5 occur occur VERB c534fn1291p 3 6 these these DET c534fn1291p 3 7 features feature NOUN c534fn1291p 3 8 are be AUX c534fn1291p 3 9 hard hard ADJ c534fn1291p 3 10 to to PART c534fn1291p 3 11 decipher decipher VERB c534fn1291p 3 12 in in ADP c534fn1291p 3 13 order order NOUN c534fn1291p 3 14 to to PART c534fn1291p 3 15 adjust adjust VERB c534fn1291p 3 16 for for ADP c534fn1291p 3 17 these these DET c534fn1291p 3 18 errors error NOUN c534fn1291p 3 19 . . PUNCT c534fn1291p 4 1 through through ADP c534fn1291p 4 2 this this DET c534fn1291p 4 3 work work NOUN c534fn1291p 4 4 a a DET c534fn1291p 4 5 method method NOUN c534fn1291p 4 6 is be AUX c534fn1291p 4 7 presented present VERB c534fn1291p 4 8 which which PRON c534fn1291p 4 9 identifies identify VERB c534fn1291p 4 10 nonmatching nonmatche VERB c534fn1291p 4 11 errors error NOUN c534fn1291p 4 12 potential potential ADJ c534fn1291p 4 13 false false ADJ c534fn1291p 4 14 accepts accept NOUN c534fn1291p 4 15 . . PUNCT c534fn1291p 5 1 covariates covariate NOUN c534fn1291p 5 2 , , PUNCT c534fn1291p 5 3 or or CCONJ c534fn1291p 5 4 metadata metadata NOUN c534fn1291p 5 5 values value NOUN c534fn1291p 5 6 , , PUNCT c534fn1291p 5 7 are be AUX c534fn1291p 5 8 then then ADV c534fn1291p 5 9 examined examine VERB c534fn1291p 5 10 with with ADP c534fn1291p 5 11 respect respect NOUN c534fn1291p 5 12 to to ADP c534fn1291p 5 13 how how SCONJ c534fn1291p 5 14 they they PRON c534fn1291p 5 15 interact interact VERB c534fn1291p 5 16 with with ADP c534fn1291p 5 17 score score NOUN c534fn1291p 5 18 outcomes outcome NOUN c534fn1291p 5 19 and and CCONJ c534fn1291p 5 20 influence influence VERB c534fn1291p 5 21 the the DET c534fn1291p 5 22 likelihood likelihood NOUN c534fn1291p 5 23 of of ADP c534fn1291p 5 24 a a DET c534fn1291p 5 25 false false ADJ c534fn1291p 5 26 accept accept NOUN c534fn1291p 5 27 occurring occur VERB c534fn1291p 5 28 . . PUNCT c534fn1291p 6 1 last last ADJ c534fn1291p 6 2 , , PUNCT c534fn1291p 6 3 an an DET c534fn1291p 6 4 attempt attempt NOUN c534fn1291p 6 5 is be AUX c534fn1291p 6 6 made make VERB c534fn1291p 6 7 to to PART c534fn1291p 6 8 identify identify VERB c534fn1291p 6 9 a a DET c534fn1291p 6 10 connection connection NOUN c534fn1291p 6 11 between between ADP c534fn1291p 6 12 geometric geometric ADJ c534fn1291p 6 13 and and CCONJ c534fn1291p 6 14 color color NOUN c534fn1291p 6 15 features feature NOUN c534fn1291p 6 16 and and CCONJ c534fn1291p 6 17 score score NOUN c534fn1291p 6 18 outcomes outcome NOUN c534fn1291p 6 19 . . PUNCT c534fn1291p 7 1 overall overall ADV c534fn1291p 7 2 , , PUNCT c534fn1291p 7 3 this this DET c534fn1291p 7 4 dissertation dissertation NOUN c534fn1291p 7 5 shows show VERB c534fn1291p 7 6 that that SCONJ c534fn1291p 7 7 the the DET c534fn1291p 7 8 impostor impostor NOUN c534fn1291p 7 9 distribution distribution NOUN c534fn1291p 7 10 and and CCONJ c534fn1291p 7 11 nonmatching nonmatche VERB c534fn1291p 7 12 image image NOUN c534fn1291p 7 13 pairs pair NOUN c534fn1291p 7 14 hold hold VERB c534fn1291p 7 15 a a DET c534fn1291p 7 16 plethora plethora NOUN c534fn1291p 7 17 of of ADP c534fn1291p 7 18 information information NOUN c534fn1291p 7 19 that that PRON c534fn1291p 7 20 can can AUX c534fn1291p 7 21 be be AUX c534fn1291p 7 22 used use VERB c534fn1291p 7 23 to to PART c534fn1291p 7 24 improve improve VERB c534fn1291p 7 25 biometric biometric ADJ c534fn1291p 7 26 algorithms algorithm NOUN c534fn1291p 7 27 and and CCONJ c534fn1291p 7 28 systems system NOUN c534fn1291p 7 29 . . PUNCT