{"id":"https://openalex.org/W7164558434","doi":"https://doi.org/10.1145/3806007.3810963","title":"Patient Privacy in Differentially Private Diagnostic Models","display_name":"Patient Privacy in Differentially Private Diagnostic Models","publication_year":2026,"publication_date":"2026-06-12","ids":{"openalex":"https://openalex.org/W7164558434","doi":"https://doi.org/10.1145/3806007.3810963"},"language":null,"primary_location":{"id":"doi:10.1145/3806007.3810963","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3806007.3810963","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 12th ACM International Workshop on Security and Privacy Analytics","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3806007.3810963","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5045206470","display_name":"Priit J\u00e4rv","orcid":"https://orcid.org/0000-0001-7725-543X"},"institutions":[{"id":"https://openalex.org/I155660961","display_name":"University of Turku","ror":"https://ror.org/05vghhr25","country_code":"FI","type":"education","lineage":["https://openalex.org/I155660961"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Priit J\u00e4rv","raw_affiliation_strings":["Department of Computing, University of Turku, Turku, Finland"],"raw_orcid":"https://orcid.org/0000-0001-7725-543X","affiliations":[{"raw_affiliation_string":"Department of Computing, University of Turku, Turku, Finland","institution_ids":["https://openalex.org/I155660961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021993986","display_name":"Tapio Pahikkala","orcid":"https://orcid.org/0000-0003-4183-2455"},"institutions":[{"id":"https://openalex.org/I155660961","display_name":"University of Turku","ror":"https://ror.org/05vghhr25","country_code":"FI","type":"education","lineage":["https://openalex.org/I155660961"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Tapio Pahikkala","raw_affiliation_strings":["Department of Computing, University of Turku, Turku, Finland"],"raw_orcid":"https://orcid.org/0000-0003-4183-2455","affiliations":[{"raw_affiliation_string":"Department of Computing, University of Turku, Turku, Finland","institution_ids":["https://openalex.org/I155660961"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084144711","display_name":"Antti Airola","orcid":"https://orcid.org/0000-0002-1010-4386"},"institutions":[{"id":"https://openalex.org/I155660961","display_name":"University of Turku","ror":"https://ror.org/05vghhr25","country_code":"FI","type":"education","lineage":["https://openalex.org/I155660961"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Antti Airola","raw_affiliation_strings":["Department of Computing, University of Turku, Turku, Finland"],"raw_orcid":"https://orcid.org/0000-0002-1010-4386","affiliations":[{"raw_affiliation_string":"Department of Computing, University of Turku, Turku, Finland","institution_ids":["https://openalex.org/I155660961"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I155660961"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"10","last_page":"15"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.3725000023841858,"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":0.3725000023841858,"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/T13048","display_name":"Patient Dignity and Privacy","score":0.1340000033378601,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12339","display_name":"Medical Malpractice and Liability Issues","score":0.03909999877214432,"subfield":{"id":"https://openalex.org/subfields/3611","display_name":"Pharmacy"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/patient-privacy","display_name":"Patient privacy","score":0.546500027179718},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.34599998593330383},{"id":"https://openalex.org/keywords/confidentiality","display_name":"Confidentiality","score":0.32679998874664307},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.28380000591278076},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.2542000114917755}],"concepts":[{"id":"https://openalex.org/C2910417920","wikidata":"https://www.wikidata.org/wiki/Q4116434","display_name":"Patient privacy","level":3,"score":0.546500027179718},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4620000123977661},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.3677000105381012},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.34599998593330383},{"id":"https://openalex.org/C71745522","wikidata":"https://www.wikidata.org/wiki/Q2476929","display_name":"Confidentiality","level":2,"score":0.32679998874664307},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.30410000681877136},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.28380000591278076},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.25519999861717224},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2542000114917755},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.24690000712871552}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3806007.3810963","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3806007.3810963","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 12th ACM International Workshop on Security and Privacy Analytics","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3806007.3810963","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3806007.3810963","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 12th ACM International Workshop on Security and Privacy Analytics","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W2162800060","https://openalex.org/W3027572331","https://openalex.org/W3121732873","https://openalex.org/W3212197959","https://openalex.org/W4205228770","https://openalex.org/W4413898165","https://openalex.org/W6903894694"],"related_works":[],"abstract_inverted_index":{"Differential":[0],"privacy":[1,37,49,57,67,70,87,100,119,162,172,203],"gives":[2],"a":[3,11,18,44,47,131,156],"theoretical":[4],"guarantee":[5],"against":[6],"inferring":[7],"the":[8,14,41,63,66,121,178,181,185,197],"presence":[9],"of":[10,17,43,62,180,187,200],"patient":[12,45,64,77,91],"in":[13,120,139,150,202],"training":[15,31],"data":[16,24,158],"model.":[19],"Patients":[20],"can":[21,110],"have":[22,79,196],"multiple":[23,168],"records":[25,61,201],"that":[26,58,88,149],"are":[27,54],"used":[28],"as":[29,46,65,130],"separate":[30],"inputs,":[32],"but":[33],"to":[34,78,92,113],"apply":[35],"differential":[36,118],"we":[38],"must":[39],"view":[40],"contribution":[42],"single":[48,157],"unit.":[50],"The":[51],"main":[52],"approaches":[53,138],"user":[55,170],"level":[56,86,99,117,161,171],"uses":[59],"all":[60,165,194],"unit,":[68],"group":[69,114],"which":[71],"simplifies":[72],"computation":[73],"by":[74,104,127],"allowing":[75],"each":[76,90],"at":[80],"most":[81,152],"k":[82],"records,":[83,169],"and":[84,109,144],"sample":[85,98,160],"requires":[89],"contribute":[93,154],"one":[94],"record.":[95],"Of":[96],"these,":[97],"is":[101],"well":[102],"supported":[103,126],"efficient":[105],"deep":[106],"learning":[107],"libraries":[108],"be":[111],"adapted":[112],"privacy.":[115],"User":[116],"medical":[122],"domain":[123],"remains":[124],"poorly":[125],"software":[128],"and,":[129],"consequence,":[132],"unexplored.":[133],"We":[134,147],"compare":[135],"these":[136],"three":[137],"experiments":[140],"with":[141],"cardiovascular":[142],"disease":[143],"melanoma":[145],"datasets.":[146],"found":[148],"case":[151],"patients":[153,166,195],"only":[155],"record,":[159],"suffices.":[163],"With":[164],"contributing":[167],"performed":[173],"best,":[174],"because":[175],"it":[176],"avoids":[177],"limitations":[179],"alternative":[182],"approaches:":[183],"restricting":[184],"number":[186,199],"examples":[188],"per":[189],"patient,":[190],"or":[191],"inaccurately":[192],"assuming":[193],"same":[198],"accounting.":[204]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2026-06-13T00:00:00"}
