{"id":"https://openalex.org/W3115103555","doi":"https://doi.org/10.1007/978-3-030-65745-1_25","title":"The Impact of Differential Privacy on Model Fairness in Federated Learning","display_name":"The Impact of Differential Privacy on Model Fairness in Federated Learning","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3115103555","doi":"https://doi.org/10.1007/978-3-030-65745-1_25","mag":"3115103555"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-65745-1_25","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-65745-1_25","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","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/A5087924735","display_name":"Xiuting Gu","orcid":null},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiuting Gu","raw_affiliation_strings":["China University of Geosciences, Wuhan, People\u2019s Republic of China","China University of Geosciences, Wuhan, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China University of Geosciences, Wuhan, People\u2019s Republic of China","institution_ids":["https://openalex.org/I3124059619"]},{"raw_affiliation_string":"China University of Geosciences, Wuhan, People's Republic of China","institution_ids":["https://openalex.org/I3124059619"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036801346","display_name":"Tianqing Zhu","orcid":"https://orcid.org/0000-0003-3411-7947"},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tianqing Zhu","raw_affiliation_strings":["China University of Geosciences, Wuhan, People\u2019s Republic of China","China University of Geosciences, Wuhan, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China University of Geosciences, Wuhan, People\u2019s Republic of China","institution_ids":["https://openalex.org/I3124059619"]},{"raw_affiliation_string":"China University of Geosciences, Wuhan, People's Republic of China","institution_ids":["https://openalex.org/I3124059619"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100428285","display_name":"Jie Li","orcid":"https://orcid.org/0000-0002-7561-7043"},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Li","raw_affiliation_strings":["China University of Geosciences, Wuhan, People\u2019s Republic of China","China University of Geosciences, Wuhan, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China University of Geosciences, Wuhan, People\u2019s Republic of China","institution_ids":["https://openalex.org/I3124059619"]},{"raw_affiliation_string":"China University of Geosciences, Wuhan, People's Republic of China","institution_ids":["https://openalex.org/I3124059619"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101917791","display_name":"Tao Zhang","orcid":"https://orcid.org/0000-0003-4696-641X"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Tao Zhang","raw_affiliation_strings":["School of Computer Science with the Centre for Cyber Security and Privacy, University of Technology Sydney, Sydney, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science with the Centre for Cyber Security and Privacy, University of Technology Sydney, Sydney, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034031357","display_name":"Wei Ren","orcid":"https://orcid.org/0000-0001-8590-1737"},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Ren","raw_affiliation_strings":["China University of Geosciences, Wuhan, People\u2019s Republic of China","China University of Geosciences, Wuhan, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China University of Geosciences, Wuhan, People\u2019s Republic of China","institution_ids":["https://openalex.org/I3124059619"]},{"raw_affiliation_string":"China University of Geosciences, Wuhan, People's Republic of China","institution_ids":["https://openalex.org/I3124059619"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5087924735"],"corresponding_institution_ids":["https://openalex.org/I3124059619"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":1.1001,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.82192209,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"419","last_page":"430"},"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/T11045","display_name":"Privacy, Security, and Data Protection","score":0.9829000234603882,"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"}},{"id":"https://openalex.org/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9735999703407288,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/differential-privacy","display_name":"Differential privacy","score":0.8758174180984497},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8293769359588623},{"id":"https://openalex.org/keywords/federated-learning","display_name":"Federated learning","score":0.5756245851516724},{"id":"https://openalex.org/keywords/differential","display_name":"Differential (mechanical device)","score":0.4690285921096802},{"id":"https://openalex.org/keywords/disadvantage","display_name":"Disadvantage","score":0.43783992528915405},{"id":"https://openalex.org/keywords/bounded-function","display_name":"Bounded function","score":0.4132442772388458},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38253289461135864},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.38090401887893677},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36588627099990845},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.17923712730407715}],"concepts":[{"id":"https://openalex.org/C23130292","wikidata":"https://www.wikidata.org/wiki/Q5275358","display_name":"Differential privacy","level":2,"score":0.8758174180984497},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8293769359588623},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.5756245851516724},{"id":"https://openalex.org/C93226319","wikidata":"https://www.wikidata.org/wiki/Q193137","display_name":"Differential (mechanical device)","level":2,"score":0.4690285921096802},{"id":"https://openalex.org/C2777673361","wikidata":"https://www.wikidata.org/wiki/Q5281228","display_name":"Disadvantage","level":2,"score":0.43783992528915405},{"id":"https://openalex.org/C34388435","wikidata":"https://www.wikidata.org/wiki/Q2267362","display_name":"Bounded function","level":2,"score":0.4132442772388458},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38253289461135864},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.38090401887893677},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36588627099990845},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.17923712730407715},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/978-3-030-65745-1_25","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-65745-1_25","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:opus.lib.uts.edu.au:10453/146114","is_oa":false,"landing_page_url":"http://hdl.handle.net/10453/146114","pdf_url":null,"source":{"id":"https://openalex.org/S4306401357","display_name":"UTS ePRESS (University of Technology Sydney)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I114017466","host_organization_name":"University of Technology Sydney","host_organization_lineage":["https://openalex.org/I114017466"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Proceeding"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1873763122","https://openalex.org/W2013823004","https://openalex.org/W2027595342","https://openalex.org/W2077217970","https://openalex.org/W2097272254","https://openalex.org/W2473418344","https://openalex.org/W2530395818","https://openalex.org/W2541884796","https://openalex.org/W2901856814","https://openalex.org/W2946193510","https://openalex.org/W2947819652","https://openalex.org/W2950103651","https://openalex.org/W2963209930","https://openalex.org/W2964041528","https://openalex.org/W3023309920","https://openalex.org/W3099351401","https://openalex.org/W4294106961","https://openalex.org/W6605693991","https://openalex.org/W6609906364"],"related_works":["https://openalex.org/W4286971788","https://openalex.org/W3199340467","https://openalex.org/W3157608626","https://openalex.org/W3132132958","https://openalex.org/W4321612632","https://openalex.org/W4322580403","https://openalex.org/W4399147128","https://openalex.org/W3193217249","https://openalex.org/W4280591108","https://openalex.org/W3021849752"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2026-05-05T08:41:31.759640","created_date":"2025-10-10T00:00:00"}
