id sid tid token lemma pos n009w092301 1 1 when when SCONJ n009w092301 1 2 sharing share VERB n009w092301 1 3 data datum NOUN n009w092301 1 4 among among ADP n009w092301 1 5 collaborators collaborator NOUN n009w092301 1 6 or or CCONJ n009w092301 1 7 releasing release VERB n009w092301 1 8 data datum NOUN n009w092301 1 9 publicly publicly ADV n009w092301 1 10 , , PUNCT n009w092301 1 11 one one NUM n009w092301 1 12 of of ADP n009w092301 1 13 the the DET n009w092301 1 14 crucial crucial ADJ n009w092301 1 15 concerns concern NOUN n009w092301 1 16 is be AUX n009w092301 1 17 the the DET n009w092301 1 18 extreme extreme ADJ n009w092301 1 19 risk risk NOUN n009w092301 1 20 of of ADP n009w092301 1 21 exposing expose VERB n009w092301 1 22 personal personal ADJ n009w092301 1 23 information information NOUN n009w092301 1 24 of of ADP n009w092301 1 25 individuals individual NOUN n009w092301 1 26 who who PRON n009w092301 1 27 contribute contribute VERB n009w092301 1 28 to to ADP n009w092301 1 29 the the DET n009w092301 1 30 data datum NOUN n009w092301 1 31 . . PUNCT n009w092301 2 1 many many ADJ n009w092301 2 2 statistical statistical ADJ n009w092301 2 3 methods method NOUN n009w092301 2 4 of of ADP n009w092301 2 5 data data NOUN n009w092301 2 6 privacy privacy NOUN n009w092301 2 7 and and CCONJ n009w092301 2 8 confidentiality confidentiality NOUN n009w092301 2 9 have have VERB n009w092301 2 10 little little ADJ n009w092301 2 11 to to ADP n009w092301 2 12 no no DET n009w092301 2 13 means mean NOUN n009w092301 2 14 in in ADP n009w092301 2 15 measuring measure VERB n009w092301 2 16 an an DET n009w092301 2 17 altered altered ADJ n009w092301 2 18 data data NOUN n009w092301 2 19 set set NOUN n009w092301 2 20 's 's PART n009w092301 2 21 privacy privacy NOUN n009w092301 2 22 guarantee guarantee NOUN n009w092301 2 23 . . PUNCT n009w092301 3 1 differential differential ADJ n009w092301 3 2 privacy privacy NOUN n009w092301 3 3 , , PUNCT n009w092301 3 4 a a DET n009w092301 3 5 condition condition NOUN n009w092301 3 6 on on ADP n009w092301 3 7 data datum NOUN n009w092301 3 8 releasing release VERB n009w092301 3 9 algorithms algorithm NOUN n009w092301 3 10 , , PUNCT n009w092301 3 11 quantifies quantifie NOUN n009w092301 3 12 disclosure disclosure NOUN n009w092301 3 13 risk risk NOUN n009w092301 3 14 , , PUNCT n009w092301 3 15 but but CCONJ n009w092301 3 16 is be AUX n009w092301 3 17 traditionally traditionally ADV n009w092301 3 18 used use VERB n009w092301 3 19 in in ADP n009w092301 3 20 a a DET n009w092301 3 21 query query NOUN n009w092301 3 22 based base VERB n009w092301 3 23 privacy privacy NOUN n009w092301 3 24 method method NOUN n009w092301 3 25 instead instead ADV n009w092301 3 26 of of ADP n009w092301 3 27 in in ADP n009w092301 3 28 a a DET n009w092301 3 29 synthetic synthetic ADJ n009w092301 3 30 dataset dataset NOUN n009w092301 3 31 release release NOUN n009w092301 3 32 . . PUNCT n009w092301 4 1 my my PRON n009w092301 4 2 dissertation dissertation NOUN n009w092301 4 3 develops develop VERB n009w092301 4 4 and and CCONJ n009w092301 4 5 explores explore VERB n009w092301 4 6 various various ADJ n009w092301 4 7 methods method NOUN n009w092301 4 8 of of ADP n009w092301 4 9 incorporating incorporate VERB n009w092301 4 10 differential differential ADJ n009w092301 4 11 privacy privacy NOUN n009w092301 4 12 in in ADP n009w092301 4 13 synthetic synthetic ADJ n009w092301 4 14 data datum NOUN n009w092301 4 15 generation generation NOUN n009w092301 4 16 using use VERB n009w092301 4 17 predicted predict VERB n009w092301 4 18 values value NOUN n009w092301 4 19 within within ADP n009w092301 4 20 a a DET n009w092301 4 21 bayesian bayesian ADJ n009w092301 4 22 framework framework NOUN n009w092301 4 23 . . PUNCT n009w092301 5 1 i i PRON n009w092301 5 2 call call VERB n009w092301 5 3 these these DET n009w092301 5 4 methods method NOUN n009w092301 5 5 , , PUNCT n009w092301 5 6 differentially differentially ADV n009w092301 5 7 private private ADJ n009w092301 5 8 data datum NOUN n009w092301 5 9 synthesis synthesis NOUN n009w092301 5 10 ( ( PUNCT n009w092301 5 11 dips dip NOUN n009w092301 5 12 ) ) PUNCT n009w092301 5 13 techniques technique NOUN n009w092301 5 14 . . PUNCT n009w092301 6 1 in in ADP n009w092301 6 2 my my PRON n009w092301 6 3 dissertation dissertation NOUN n009w092301 6 4 , , PUNCT n009w092301 6 5 i i PRON n009w092301 6 6 first first ADV n009w092301 6 7 conducted conduct VERB n009w092301 6 8 a a DET n009w092301 6 9 comparative comparative ADJ n009w092301 6 10 study study NOUN n009w092301 6 11 of of ADP n009w092301 6 12 several several ADJ n009w092301 6 13 dips dip NOUN n009w092301 6 14 approaches approach NOUN n009w092301 6 15 on on ADP n009w092301 6 16 various various ADJ n009w092301 6 17 data datum NOUN n009w092301 6 18 types type NOUN n009w092301 6 19 as as ADV n009w092301 6 20 well well ADV n009w092301 6 21 as as ADP n009w092301 6 22 a a DET n009w092301 6 23 case case NOUN n009w092301 6 24 study study NOUN n009w092301 6 25 on on ADP n009w092301 6 26 male male ADJ n009w092301 6 27 fertility fertility NOUN n009w092301 6 28 data datum NOUN n009w092301 6 29 . . PUNCT n009w092301 7 1 next next ADV n009w092301 7 2 , , PUNCT n009w092301 7 3 i i PRON n009w092301 7 4 created create VERB n009w092301 7 5 a a DET n009w092301 7 6 method method NOUN n009w092301 7 7 ( ( PUNCT n009w092301 7 8 called call VERB n009w092301 7 9 specks speck NOUN n009w092301 7 10 ) ) PUNCT n009w092301 7 11 to to PART n009w092301 7 12 compare compare VERB n009w092301 7 13 dips dip NOUN n009w092301 7 14 data datum NOUN n009w092301 7 15 to to ADP n009w092301 7 16 real real ADJ n009w092301 7 17 - - PUNCT n009w092301 7 18 life life NOUN n009w092301 7 19 data datum NOUN n009w092301 7 20 , , PUNCT n009w092301 7 21 and and CCONJ n009w092301 7 22 another another DET n009w092301 7 23 method method NOUN n009w092301 7 24 to to PART n009w092301 7 25 improve improve VERB n009w092301 7 26 the the DET n009w092301 7 27 statistical statistical ADJ n009w092301 7 28 inferences inference NOUN n009w092301 7 29 of of ADP n009w092301 7 30 non non ADJ n009w092301 7 31 - - ADJ n009w092301 7 32 parametric parametric ADJ n009w092301 7 33 dips dip NOUN n009w092301 7 34 approaches approach NOUN n009w092301 7 35 . . PUNCT n009w092301 8 1 these these DET n009w092301 8 2 methods method NOUN n009w092301 8 3 were be AUX n009w092301 8 4 tested test VERB n009w092301 8 5 on on ADP n009w092301 8 6 voter voter NOUN n009w092301 8 7 registration registration NOUN n009w092301 8 8 data datum NOUN n009w092301 8 9 . . PUNCT n009w092301 9 1 finally finally ADV n009w092301 9 2 , , PUNCT n009w092301 9 3 i i PRON n009w092301 9 4 developed develop VERB n009w092301 9 5 a a DET n009w092301 9 6 dips dip NOUN n009w092301 9 7 technique technique NOUN n009w092301 9 8 for for ADP n009w092301 9 9 social social ADJ n009w092301 9 10 network network NOUN n009w092301 9 11 data datum NOUN n009w092301 9 12 called call VERB n009w092301 9 13 noisy noisy ADJ n009w092301 9 14 edges edge NOUN n009w092301 9 15 and and CCONJ n009w092301 9 16 traits trait NOUN n009w092301 9 17 ( ( PUNCT n009w092301 9 18 net net NOUN n009w092301 9 19 ) ) PUNCT n009w092301 9 20 and and CCONJ n009w092301 9 21 applied apply VERB n009w092301 9 22 it it PRON n009w092301 9 23 to to ADP n009w092301 9 24 two two NUM n009w092301 9 25 real real ADJ n009w092301 9 26 - - PUNCT n009w092301 9 27 life life NOUN n009w092301 9 28 data datum NOUN n009w092301 9 29 sets set NOUN n009w092301 9 30 . . PUNCT