{"id":"https://openalex.org/W2990255990","doi":"https://doi.org/10.1109/csf54842.2022.9919656","title":"Interpreting Epsilon of Differential Privacy in Terms of Advantage in Guessing or Approximating Sensitive Attributes","display_name":"Interpreting Epsilon of Differential Privacy in Terms of Advantage in Guessing or Approximating Sensitive Attributes","publication_year":2022,"publication_date":"2022-08-01","ids":{"openalex":"https://openalex.org/W2990255990","doi":"https://doi.org/10.1109/csf54842.2022.9919656","mag":"2990255990"},"language":"en","primary_location":{"id":"doi:10.1109/csf54842.2022.9919656","is_oa":false,"landing_page_url":"https://doi.org/10.1109/csf54842.2022.9919656","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 35th Computer Security Foundations Symposium (CSF)","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5111000697","display_name":"Alisa Pankova","orcid":null},"institutions":[{"id":"https://openalex.org/I4210160054","display_name":"Cybernetica (Estonia)","ror":"https://ror.org/054gqc795","country_code":"EE","type":"company","lineage":["https://openalex.org/I4210160054"]}],"countries":["EE"],"is_corresponding":true,"raw_author_name":"Alisa Pankova","raw_affiliation_strings":["Cybernetica AS,Tartu,Estonia","Cybernetica AS, Tartu, Estonia"],"affiliations":[{"raw_affiliation_string":"Cybernetica AS,Tartu,Estonia","institution_ids":["https://openalex.org/I4210160054"]},{"raw_affiliation_string":"Cybernetica AS, Tartu, Estonia","institution_ids":["https://openalex.org/I4210160054"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009632286","display_name":"Peeter Laud","orcid":"https://orcid.org/0000-0002-9030-8142"},"institutions":[{"id":"https://openalex.org/I4210160054","display_name":"Cybernetica (Estonia)","ror":"https://ror.org/054gqc795","country_code":"EE","type":"company","lineage":["https://openalex.org/I4210160054"]}],"countries":["EE"],"is_corresponding":false,"raw_author_name":"Peeter Laud","raw_affiliation_strings":["Cybernetica AS,Tartu,Estonia","Cybernetica AS, Tartu, Estonia"],"affiliations":[{"raw_affiliation_string":"Cybernetica AS,Tartu,Estonia","institution_ids":["https://openalex.org/I4210160054"]},{"raw_affiliation_string":"Cybernetica AS, Tartu, Estonia","institution_ids":["https://openalex.org/I4210160054"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5111000697"],"corresponding_institution_ids":["https://openalex.org/I4210160054"],"apc_list":null,"apc_paid":null,"fwci":0.78319528,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.69073023,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"96","last_page":"111"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10237","display_name":"Cryptography and Data Security","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11045","display_name":"Privacy, Security, and Data Protection","score":0.9929999709129333,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/differential-privacy","display_name":"Differential privacy","score":0.9572348594665527},{"id":"https://openalex.org/keywords/categorical-variable","display_name":"Categorical variable","score":0.7881336808204651},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.694586992263794},{"id":"https://openalex.org/keywords/privacy-protection","display_name":"Privacy protection","score":0.4985504150390625},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.48982831835746765},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.4833337962627411},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.414958119392395},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3712143301963806},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.32806068658828735},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.2562277913093567},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1873280107975006},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.14116597175598145}],"concepts":[{"id":"https://openalex.org/C23130292","wikidata":"https://www.wikidata.org/wiki/Q5275358","display_name":"Differential privacy","level":2,"score":0.9572348594665527},{"id":"https://openalex.org/C5274069","wikidata":"https://www.wikidata.org/wiki/Q2285707","display_name":"Categorical variable","level":2,"score":0.7881336808204651},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.694586992263794},{"id":"https://openalex.org/C3017597292","wikidata":"https://www.wikidata.org/wiki/Q25052250","display_name":"Privacy protection","level":2,"score":0.4985504150390625},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.48982831835746765},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.4833337962627411},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.414958119392395},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3712143301963806},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.32806068658828735},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.2562277913093567},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1873280107975006},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.14116597175598145},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/csf54842.2022.9919656","is_oa":false,"landing_page_url":"https://doi.org/10.1109/csf54842.2022.9919656","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 35th Computer Security Foundations Symposium (CSF)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.6800000071525574}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W200517375","https://openalex.org/W205333855","https://openalex.org/W1658920975","https://openalex.org/W1873763122","https://openalex.org/W1987983106","https://openalex.org/W2033092546","https://openalex.org/W2054922243","https://openalex.org/W2091815328","https://openalex.org/W2096870293","https://openalex.org/W2109392496","https://openalex.org/W2151204934","https://openalex.org/W2153751777","https://openalex.org/W2289846251","https://openalex.org/W2294409705","https://openalex.org/W2886435782","https://openalex.org/W2895178859","https://openalex.org/W2898778923","https://openalex.org/W2911978475","https://openalex.org/W2962727778","https://openalex.org/W2963062476","https://openalex.org/W2963965291","https://openalex.org/W2981347044","https://openalex.org/W3031004215","https://openalex.org/W3102994281","https://openalex.org/W3123972088","https://openalex.org/W4205228770","https://openalex.org/W6637144101","https://openalex.org/W6639246211","https://openalex.org/W6687568838","https://openalex.org/W6751920018","https://openalex.org/W6754879993"],"related_works":["https://openalex.org/W3010781909","https://openalex.org/W4200233390","https://openalex.org/W4315705624","https://openalex.org/W2605443953","https://openalex.org/W3116386889","https://openalex.org/W4313218046","https://openalex.org/W2943138144","https://openalex.org/W1604340626","https://openalex.org/W3127289135","https://openalex.org/W3022534164"],"abstract_inverted_index":{"Differential":[0],"privacy":[1,4,24],"is":[2,10,25,43,101,125,133],"a":[3,28,104,134],"technique":[5],"with":[6,120],"provable":[7],"guarantees":[8],"which":[9,132],"typically":[11],"achieved":[12],"by":[13,27],"introducing":[14],"noise":[15],"to":[16,79,82],"statistics":[17,69],"before":[18],"releasing":[19],"them.":[20],"The":[21,98,123],"level":[22],"of":[23,57,88,130,136],"characterized":[26],"certain":[29],"numeric":[30,115],"parameter":[31],"E":[32,37,50,63,81],">":[33],"0,":[34],"where":[35,114],"smaller":[36],"means":[38],"more":[39],"privacy.":[40,138],"However,":[41],"there":[42],"no":[44],"common":[45],"agreement":[46],"on":[47],"how":[48,78],"small":[49],"should":[51],"be,":[52],"and":[53,70,111],"the":[54,61,83,86,95,128],"actual":[55],"likelihood":[56],"data":[58],"leakage":[59],"for":[60,66],"same":[62],"may":[64],"vary":[65],"different":[67,71],"released":[68],"datasets.":[72],"In":[73],"this":[74],"paper,":[75],"we":[76],"show":[77],"relate":[80],"increase":[84],"in":[85,91],"probability":[87],"attacker's":[89,99],"success":[90],"guessing":[92,108],"something":[93],"about":[94],"private":[96],"data.":[97],"goal":[100],"stated":[102],"as":[103],"Boolean":[105],"expression":[106],"over":[107],"particular":[109],"categorical":[110],"numerical":[112],"attributes,":[113],"attributes":[116],"can":[117],"be":[118],"guessed":[119],"some":[121],"precision.":[122],"paper":[124],"built":[126],"upon":[127],"definition":[129],"d-privacy,":[131],"gencralization":[135],"E-differential":[137]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2}],"updated_date":"2026-02-05T00:54:17.221276","created_date":"2025-10-10T00:00:00"}
