id sid tid token lemma pos pk02c824r7h 1 1 balancing balance VERB pk02c824r7h 1 2 between between ADP pk02c824r7h 1 3 protecting protect VERB pk02c824r7h 1 4 the the DET pk02c824r7h 1 5 privacy privacy NOUN pk02c824r7h 1 6 of of ADP pk02c824r7h 1 7 individuals individual NOUN pk02c824r7h 1 8 who who PRON pk02c824r7h 1 9 contribute contribute VERB pk02c824r7h 1 10 to to ADP pk02c824r7h 1 11 data data NOUN pk02c824r7h 1 12 sets set NOUN pk02c824r7h 1 13 and and CCONJ pk02c824r7h 1 14 releasing release VERB pk02c824r7h 1 15 data data NOUN pk02c824r7h 1 16 sets set NOUN pk02c824r7h 1 17 of of ADP pk02c824r7h 1 18 good good ADJ pk02c824r7h 1 19 utility utility NOUN pk02c824r7h 1 20 is be AUX pk02c824r7h 1 21 of of ADP pk02c824r7h 1 22 extreme extreme ADJ pk02c824r7h 1 23 importance importance NOUN pk02c824r7h 1 24 . . PUNCT pk02c824r7h 2 1 even even ADV pk02c824r7h 2 2 with with ADP pk02c824r7h 2 3 data datum NOUN pk02c824r7h 2 4 sets set NOUN pk02c824r7h 2 5 anonymized anonymize VERB pk02c824r7h 2 6 , , PUNCT pk02c824r7h 2 7 there there PRON pk02c824r7h 2 8 is be VERB pk02c824r7h 2 9 a a DET pk02c824r7h 2 10 still still ADV pk02c824r7h 2 11 a a DET pk02c824r7h 2 12 possibility possibility NOUN pk02c824r7h 2 13 that that SCONJ pk02c824r7h 2 14 an an DET pk02c824r7h 2 15 intruder intruder NOUN pk02c824r7h 2 16 may may AUX pk02c824r7h 2 17 identify identify VERB pk02c824r7h 2 18 a a DET pk02c824r7h 2 19 subject subject NOUN pk02c824r7h 2 20 in in ADP pk02c824r7h 2 21 a a DET pk02c824r7h 2 22 released release VERB pk02c824r7h 2 23 data datum NOUN pk02c824r7h 2 24 set set VERB pk02c824r7h 2 25 . . PUNCT pk02c824r7h 3 1 many many ADJ pk02c824r7h 3 2 of of ADP pk02c824r7h 3 3 the the DET pk02c824r7h 3 4 existing exist VERB pk02c824r7h 3 5 methods method NOUN pk02c824r7h 3 6 for for ADP pk02c824r7h 3 7 data data NOUN pk02c824r7h 3 8 privacy privacy NOUN pk02c824r7h 3 9 and and CCONJ pk02c824r7h 3 10 confidentiality confidentiality NOUN pk02c824r7h 3 11 do do AUX pk02c824r7h 3 12 not not PART pk02c824r7h 3 13 quantify quantify VERB pk02c824r7h 3 14 the the DET pk02c824r7h 3 15 amount amount NOUN pk02c824r7h 3 16 of of ADP pk02c824r7h 3 17 privacy privacy NOUN pk02c824r7h 3 18 that that PRON pk02c824r7h 3 19 the the DET pk02c824r7h 3 20 data datum NOUN pk02c824r7h 3 21 set set NOUN pk02c824r7h 3 22 may may AUX pk02c824r7h 3 23 leak leak VERB pk02c824r7h 3 24 . . PUNCT pk02c824r7h 4 1 differential differential ADJ pk02c824r7h 4 2 privacy privacy NOUN pk02c824r7h 4 3 provides provide VERB pk02c824r7h 4 4 a a DET pk02c824r7h 4 5 conceptual conceptual ADJ pk02c824r7h 4 6 approach approach NOUN pk02c824r7h 4 7 to to PART pk02c824r7h 4 8 bring bring VERB pk02c824r7h 4 9 strong strong ADJ pk02c824r7h 4 10 mathematical mathematical ADJ pk02c824r7h 4 11 guarantee guarantee NOUN pk02c824r7h 4 12 for for ADP pk02c824r7h 4 13 privacy privacy NOUN pk02c824r7h 4 14 protection protection NOUN pk02c824r7h 4 15 and and CCONJ pk02c824r7h 4 16 quantifies quantifie NOUN pk02c824r7h 4 17 the the DET pk02c824r7h 4 18 amount amount NOUN pk02c824r7h 4 19 of of ADP pk02c824r7h 4 20 privacy privacy NOUN pk02c824r7h 4 21 the the DET pk02c824r7h 4 22 data datum NOUN pk02c824r7h 4 23 set set VERB pk02c824r7h 4 24 leaks leak NOUN pk02c824r7h 4 25 when when SCONJ pk02c824r7h 4 26 it it PRON pk02c824r7h 4 27 is be AUX pk02c824r7h 4 28 released release VERB pk02c824r7h 4 29 for for ADP pk02c824r7h 4 30 public public ADJ pk02c824r7h 4 31 use use NOUN pk02c824r7h 4 32 . . PUNCT pk02c824r7h 5 1 my my PRON pk02c824r7h 5 2 dissertation dissertation NOUN pk02c824r7h 5 3 explores explore VERB pk02c824r7h 5 4 the the DET pk02c824r7h 5 5 recently recently ADV pk02c824r7h 5 6 developed develop VERB pk02c824r7h 5 7 differentially differentially ADV pk02c824r7h 5 8 private private ADJ pk02c824r7h 5 9 data datum NOUN pk02c824r7h 5 10 synthesis synthesis NOUN pk02c824r7h 5 11 ( ( PUNCT pk02c824r7h 5 12 dips dip NOUN pk02c824r7h 5 13 ) ) PUNCT pk02c824r7h 5 14 methods method NOUN pk02c824r7h 5 15 for for ADP pk02c824r7h 5 16 incorporating incorporate VERB pk02c824r7h 5 17 differential differential ADJ pk02c824r7h 5 18 privacy privacy NOUN pk02c824r7h 5 19 when when SCONJ pk02c824r7h 5 20 generating generate VERB pk02c824r7h 5 21 synthetic synthetic ADJ pk02c824r7h 5 22 data datum NOUN pk02c824r7h 5 23 to to PART pk02c824r7h 5 24 be be AUX pk02c824r7h 5 25 publicly publicly ADV pk02c824r7h 5 26 released release VERB pk02c824r7h 5 27 . . PUNCT pk02c824r7h 6 1 i i PRON pk02c824r7h 6 2 first first ADV pk02c824r7h 6 3 developed develop VERB pk02c824r7h 6 4 a a DET pk02c824r7h 6 5 dips dip NOUN pk02c824r7h 6 6 algorithm algorithm X pk02c824r7h 6 7 called call VERB pk02c824r7h 6 8 cipher cipher PROPN pk02c824r7h 6 9 to to PART pk02c824r7h 6 10 construct construct VERB pk02c824r7h 6 11 differentially differentially ADV pk02c824r7h 6 12 privacy privacy NOUN pk02c824r7h 6 13 microdata microdata NOUN pk02c824r7h 6 14 from from ADP pk02c824r7h 6 15 low low ADJ pk02c824r7h 6 16 dimensional dimensional ADJ pk02c824r7h 6 17 histograms histogram NOUN pk02c824r7h 6 18 by by ADP pk02c824r7h 6 19 solving solve VERB pk02c824r7h 6 20 linear linear ADJ pk02c824r7h 6 21 equations equation NOUN pk02c824r7h 6 22 with with ADP pk02c824r7h 6 23 tikhonov tikhonov PROPN pk02c824r7h 6 24 regularization regularization NOUN pk02c824r7h 6 25 . . PUNCT pk02c824r7h 7 1 cipher cipher PROPN pk02c824r7h 7 2 decomposes decompose VERB pk02c824r7h 7 3 joint joint ADJ pk02c824r7h 7 4 probabilities probability NOUN pk02c824r7h 7 5 via via ADP pk02c824r7h 7 6 basic basic ADJ pk02c824r7h 7 7 probability probability NOUN pk02c824r7h 7 8 rules rule NOUN pk02c824r7h 7 9 to to PART pk02c824r7h 7 10 construct construct VERB pk02c824r7h 7 11 the the DET pk02c824r7h 7 12 equation equation NOUN pk02c824r7h 7 13 set set VERB pk02c824r7h 7 14 and and CCONJ pk02c824r7h 7 15 subsequently subsequently ADV pk02c824r7h 7 16 solves solve VERB pk02c824r7h 7 17 linear linear ADJ pk02c824r7h 7 18 equations equation NOUN pk02c824r7h 7 19 . . PUNCT pk02c824r7h 8 1 simulations simulation NOUN pk02c824r7h 8 2 and and CCONJ pk02c824r7h 8 3 qualitative qualitative ADJ pk02c824r7h 8 4 banking banking NOUN pk02c824r7h 8 5 data datum NOUN pk02c824r7h 8 6 case case NOUN pk02c824r7h 8 7 study study NOUN pk02c824r7h 8 8 was be AUX pk02c824r7h 8 9 conducted conduct VERB pk02c824r7h 8 10 to to PART pk02c824r7h 8 11 compare compare VERB pk02c824r7h 8 12 cipher cipher PROPN pk02c824r7h 8 13 to to ADP pk02c824r7h 8 14 existing exist VERB pk02c824r7h 8 15 methods method NOUN pk02c824r7h 8 16 called call VERB pk02c824r7h 8 17 mwem mwem ADJ pk02c824r7h 8 18 ( ( PUNCT pk02c824r7h 8 19 multiplicative multiplicative ADJ pk02c824r7h 8 20 weighting weighting NOUN pk02c824r7h 8 21 via via ADP pk02c824r7h 8 22 exponential exponential ADJ pk02c824r7h 8 23 mechanism mechanism NOUN pk02c824r7h 8 24 ) ) PUNCT pk02c824r7h 8 25 and and CCONJ pk02c824r7h 8 26 the the DET pk02c824r7h 8 27 full full ADV pk02c824r7h 8 28 - - PUNCT pk02c824r7h 8 29 dimensional dimensional ADJ pk02c824r7h 8 30 histogram histogram NOUN pk02c824r7h 8 31 ( ( PUNCT pk02c824r7h 8 32 fdh fdh PROPN pk02c824r7h 8 33 ) ) PUNCT pk02c824r7h 8 34 sanitization sanitization NOUN pk02c824r7h 8 35 . . PUNCT pk02c824r7h 9 1 next next ADV pk02c824r7h 9 2 my my PRON pk02c824r7h 9 3 dissertation dissertation NOUN pk02c824r7h 9 4 focuses focus VERB pk02c824r7h 9 5 on on ADP pk02c824r7h 9 6 a a DET pk02c824r7h 9 7 exponential exponential ADJ pk02c824r7h 9 8 random random ADJ pk02c824r7h 9 9 graph graph NOUN pk02c824r7h 9 10 model model NOUN pk02c824r7h 9 11 that that PRON pk02c824r7h 9 12 incorporates incorporate VERB pk02c824r7h 9 13 differential differential ADJ pk02c824r7h 9 14 privacy privacy NOUN pk02c824r7h 9 15 for for ADP pk02c824r7h 9 16 social social ADJ pk02c824r7h 9 17 network network NOUN pk02c824r7h 9 18 data datum NOUN pk02c824r7h 9 19 . . PUNCT pk02c824r7h 10 1 an an DET pk02c824r7h 10 2 additional additional ADJ pk02c824r7h 10 3 level level NOUN pk02c824r7h 10 4 of of ADP pk02c824r7h 10 5 complexity complexity NOUN pk02c824r7h 10 6 is be AUX pk02c824r7h 10 7 present present ADJ pk02c824r7h 10 8 in in ADP pk02c824r7h 10 9 social social ADJ pk02c824r7h 10 10 network network NOUN pk02c824r7h 10 11 data datum NOUN pk02c824r7h 10 12 as as SCONJ pk02c824r7h 10 13 the the DET pk02c824r7h 10 14 possibly possibly ADV pk02c824r7h 10 15 many many ADJ pk02c824r7h 10 16 relationships relationship NOUN pk02c824r7h 10 17 between between ADP pk02c824r7h 10 18 nodes node NOUN pk02c824r7h 10 19 and and CCONJ pk02c824r7h 10 20 edges edge NOUN pk02c824r7h 10 21 must must AUX pk02c824r7h 10 22 be be AUX pk02c824r7h 10 23 considered consider VERB pk02c824r7h 10 24 . . PUNCT pk02c824r7h 11 1 the the DET pk02c824r7h 11 2 algorithm algorithm PROPN pk02c824r7h 11 3 developed develop VERB pk02c824r7h 11 4 in in ADP pk02c824r7h 11 5 my my PRON pk02c824r7h 11 6 work work NOUN pk02c824r7h 11 7 was be AUX pk02c824r7h 11 8 applied apply VERB pk02c824r7h 11 9 to to ADP pk02c824r7h 11 10 several several ADJ pk02c824r7h 11 11 real real ADJ pk02c824r7h 11 12 - - PUNCT pk02c824r7h 11 13 life life NOUN pk02c824r7h 11 14 data datum NOUN pk02c824r7h 11 15 sets set NOUN pk02c824r7h 11 16 to to PART pk02c824r7h 11 17 understand understand VERB pk02c824r7h 11 18 how how SCONJ pk02c824r7h 11 19 well well ADV pk02c824r7h 11 20 the the DET pk02c824r7h 11 21 differential differential ADJ pk02c824r7h 11 22 private private ADJ pk02c824r7h 11 23 synthetic synthetic ADJ pk02c824r7h 11 24 social social ADJ pk02c824r7h 11 25 network network NOUN pk02c824r7h 11 26 data datum NOUN pk02c824r7h 11 27 released release VERB pk02c824r7h 11 28 by by ADP pk02c824r7h 11 29 our our PRON pk02c824r7h 11 30 algorithm algorithm PROPN pk02c824r7h 11 31 compares compare VERB pk02c824r7h 11 32 to to ADP pk02c824r7h 11 33 that that PRON pk02c824r7h 11 34 of of ADP pk02c824r7h 11 35 the the DET pk02c824r7h 11 36 original original ADJ pk02c824r7h 11 37 network network NOUN pk02c824r7h 11 38 . . PUNCT pk02c824r7h 12 1 lastly lastly ADV pk02c824r7h 12 2 , , PUNCT pk02c824r7h 12 3 my my PRON pk02c824r7h 12 4 dissertation dissertation NOUN pk02c824r7h 12 5 focuses focus VERB pk02c824r7h 12 6 on on ADP pk02c824r7h 12 7 multiplicative multiplicative ADJ pk02c824r7h 12 8 weights weight NOUN pk02c824r7h 12 9 and and CCONJ pk02c824r7h 12 10 the the DET pk02c824r7h 12 11 single single ADJ pk02c824r7h 12 12 observation observation NOUN pk02c824r7h 12 13 influence influence NOUN pk02c824r7h 12 14 measure measure NOUN pk02c824r7h 12 15 . . PUNCT pk02c824r7h 13 1 this this PRON pk02c824r7h 13 2 focused focus VERB pk02c824r7h 13 3 on on ADP pk02c824r7h 13 4 exploring explore VERB pk02c824r7h 13 5 more more ADJ pk02c824r7h 13 6 in in ADP pk02c824r7h 13 7 depth depth NOUN pk02c824r7h 13 8 the the DET pk02c824r7h 13 9 multiplicative multiplicative ADJ pk02c824r7h 13 10 weighting weighting NOUN pk02c824r7h 13 11 via via ADP pk02c824r7h 13 12 exponential exponential ADJ pk02c824r7h 13 13 mechanism mechanism NOUN pk02c824r7h 13 14 and and CCONJ pk02c824r7h 13 15 incorporating incorporate VERB pk02c824r7h 13 16 a a DET pk02c824r7h 13 17 single single ADJ pk02c824r7h 13 18 observation observation NOUN pk02c824r7h 13 19 influence influence NOUN pk02c824r7h 13 20 measure measure NOUN pk02c824r7h 13 21 to to PART pk02c824r7h 13 22 allow allow VERB pk02c824r7h 13 23 the the DET pk02c824r7h 13 24 algorithm algorithm PROPN pk02c824r7h 13 25 to to PART pk02c824r7h 13 26 be be AUX pk02c824r7h 13 27 applied apply VERB pk02c824r7h 13 28 to to ADP pk02c824r7h 13 29 any any DET pk02c824r7h 13 30 type type NOUN pk02c824r7h 13 31 of of ADP pk02c824r7h 13 32 data datum NOUN pk02c824r7h 13 33 , , PUNCT pk02c824r7h 13 34 as as ADV pk02c824r7h 13 35 long long ADV pk02c824r7h 13 36 as as SCONJ pk02c824r7h 13 37 the the DET pk02c824r7h 13 38 model model NOUN pk02c824r7h 13 39 and and CCONJ pk02c824r7h 13 40 sufficient sufficient ADJ pk02c824r7h 13 41 statistics statistic NOUN pk02c824r7h 13 42 are be AUX pk02c824r7h 13 43 known know VERB pk02c824r7h 13 44 . . PUNCT