{"id":"https://openalex.org/W4393111921","doi":"https://doi.org/10.1007/s41666-024-00164-7","title":"Analyzing the Impact of Personalization on Fairness in Federated Learning for Healthcare","display_name":"Analyzing the Impact of Personalization on Fairness in Federated Learning for Healthcare","publication_year":2024,"publication_date":"2024-03-23","ids":{"openalex":"https://openalex.org/W4393111921","doi":"https://doi.org/10.1007/s41666-024-00164-7","pmid":"https://pubmed.ncbi.nlm.nih.gov/38681759"},"language":"en","primary_location":{"id":"doi:10.1007/s41666-024-00164-7","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s41666-024-00164-7","pdf_url":null,"source":{"id":"https://openalex.org/S4210196546","display_name":"Journal of Healthcare Informatics Research","issn_l":"2509-4971","issn":["2509-4971","2509-498X"],"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":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Healthcare Informatics Research","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11052754/pdf/41666_2024_Article_164.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5006742837","display_name":"Tongnian Wang","orcid":"https://orcid.org/0000-0003-3928-1754"},"institutions":[{"id":"https://openalex.org/I45438204","display_name":"The University of Texas at San Antonio","ror":"https://ror.org/01kd65564","country_code":"US","type":"education","lineage":["https://openalex.org/I45438204"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tongnian Wang","raw_affiliation_strings":["Department of Information Systems and Cyber Security, The University of Texas at San Antonio, San Antonio, 78249 TX USA","Department of Information Systems and Cyber Security, The University of Texas at San Antonio, San Antonio, 78249, TX, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Systems and Cyber Security, The University of Texas at San Antonio, San Antonio, 78249 TX USA","institution_ids":["https://openalex.org/I45438204"]},{"raw_affiliation_string":"Department of Information Systems and Cyber Security, The University of Texas at San Antonio, San Antonio, 78249, TX, USA","institution_ids":["https://openalex.org/I45438204"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100324043","display_name":"Kai Zhang","orcid":"https://orcid.org/0000-0003-2079-6133"},"institutions":[{"id":"https://openalex.org/I4210159031","display_name":"The University of Texas Health Science Center","ror":"https://ror.org/05cwbxa29","country_code":"US","type":"education","lineage":["https://openalex.org/I4210159031"]},{"id":"https://openalex.org/I919571938","display_name":"The University of Texas Health Science Center at Houston","ror":"https://ror.org/03gds6c39","country_code":"US","type":"education","lineage":["https://openalex.org/I919571938"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kai Zhang","raw_affiliation_strings":["McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, 77030 TX USA","McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, 77030, TX, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, 77030 TX USA","institution_ids":["https://openalex.org/I4210159031","https://openalex.org/I919571938"]},{"raw_affiliation_string":"McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, 77030, TX, USA","institution_ids":["https://openalex.org/I919571938"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091163395","display_name":"Jiannan Cai","orcid":"https://orcid.org/0000-0001-6110-5293"},"institutions":[{"id":"https://openalex.org/I45438204","display_name":"The University of Texas at San Antonio","ror":"https://ror.org/01kd65564","country_code":"US","type":"education","lineage":["https://openalex.org/I45438204"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jiannan Cai","raw_affiliation_strings":["School of Civil and Environmental Engineering, and Construction Management, The University of Texas at San Antonio, San Antonio, 78249 TX USA","School of Civil and Environmental Engineering, and Construction Management, The University of Texas at San Antonio, San Antonio, 78249, TX, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Civil and Environmental Engineering, and Construction Management, The University of Texas at San Antonio, San Antonio, 78249 TX USA","institution_ids":["https://openalex.org/I45438204"]},{"raw_affiliation_string":"School of Civil and Environmental Engineering, and Construction Management, The University of Texas at San Antonio, San Antonio, 78249, TX, USA","institution_ids":["https://openalex.org/I45438204"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035287134","display_name":"Yanmin Gong","orcid":"https://orcid.org/0000-0002-1761-2834"},"institutions":[{"id":"https://openalex.org/I45438204","display_name":"The University of Texas at San Antonio","ror":"https://ror.org/01kd65564","country_code":"US","type":"education","lineage":["https://openalex.org/I45438204"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yanmin Gong","raw_affiliation_strings":["Department of Electrical and Computer Engineering, The University of Texas at San Antonio, San Antonio, 78249 TX USA","Department of Electrical and Computer Engineering, The University of Texas at San Antonio, San Antonio, 78249, TX, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, The University of Texas at San Antonio, San Antonio, 78249 TX USA","institution_ids":["https://openalex.org/I45438204"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, The University of Texas at San Antonio, San Antonio, 78249, TX, USA","institution_ids":["https://openalex.org/I45438204"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001746807","display_name":"Kim\u2010Kwang Raymond Choo","orcid":"https://orcid.org/0000-0001-9208-5336"},"institutions":[{"id":"https://openalex.org/I45438204","display_name":"The University of Texas at San Antonio","ror":"https://ror.org/01kd65564","country_code":"US","type":"education","lineage":["https://openalex.org/I45438204"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kim-Kwang Raymond Choo","raw_affiliation_strings":["Department of Information Systems and Cyber Security, The University of Texas at San Antonio, San Antonio, 78249 TX USA","Department of Information Systems and Cyber Security, The University of Texas at San Antonio, San Antonio, 78249, TX, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Systems and Cyber Security, The University of Texas at San Antonio, San Antonio, 78249 TX USA","institution_ids":["https://openalex.org/I45438204"]},{"raw_affiliation_string":"Department of Information Systems and Cyber Security, The University of Texas at San Antonio, San Antonio, 78249, TX, USA","institution_ids":["https://openalex.org/I45438204"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081180851","display_name":"Yuanxiong Guo","orcid":"https://orcid.org/0000-0003-2241-125X"},"institutions":[{"id":"https://openalex.org/I45438204","display_name":"The University of Texas at San Antonio","ror":"https://ror.org/01kd65564","country_code":"US","type":"education","lineage":["https://openalex.org/I45438204"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Yuanxiong Guo","raw_affiliation_strings":["Department of Information Systems and Cyber Security, The University of Texas at San Antonio, San Antonio, 78249 TX USA","Department of Information Systems and Cyber Security, The University of Texas at San Antonio, San Antonio, 78249, TX, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Systems and Cyber Security, The University of Texas at San Antonio, San Antonio, 78249 TX USA","institution_ids":["https://openalex.org/I45438204"]},{"raw_affiliation_string":"Department of Information Systems and Cyber Security, The University of Texas at San Antonio, San Antonio, 78249, TX, USA","institution_ids":["https://openalex.org/I45438204"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5081180851"],"corresponding_institution_ids":["https://openalex.org/I45438204"],"apc_list":{"value":3090,"currency":"USD","value_usd":3090},"apc_paid":null,"fwci":2.8814,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.91342004,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"8","issue":"2","first_page":"181","last_page":"205"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9976000189781189,"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":0.9976000189781189,"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9861000180244446,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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/T10582","display_name":"Ethics in Clinical Research","score":0.9366999864578247,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/personalization","display_name":"Personalization","score":0.74431312084198},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7227762341499329},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.5047858953475952},{"id":"https://openalex.org/keywords/personalized-medicine","display_name":"Personalized medicine","score":0.5029558539390564},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4718087911605835},{"id":"https://openalex.org/keywords/personalized-learning","display_name":"Personalized learning","score":0.42194443941116333},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3452768921852112},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.15770214796066284},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.09639579057693481}],"concepts":[{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.74431312084198},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7227762341499329},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.5047858953475952},{"id":"https://openalex.org/C32220436","wikidata":"https://www.wikidata.org/wiki/Q2072214","display_name":"Personalized medicine","level":2,"score":0.5029558539390564},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4718087911605835},{"id":"https://openalex.org/C142039133","wikidata":"https://www.wikidata.org/wiki/Q3620943","display_name":"Personalized learning","level":5,"score":0.42194443941116333},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3452768921852112},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.15770214796066284},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.09639579057693481},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C51672120","wikidata":"https://www.wikidata.org/wiki/Q303446","display_name":"Cooperative learning","level":3,"score":0.0},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0},{"id":"https://openalex.org/C88610354","wikidata":"https://www.wikidata.org/wiki/Q1813494","display_name":"Teaching method","level":2,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0},{"id":"https://openalex.org/C15122004","wikidata":"https://www.wikidata.org/wiki/Q385756","display_name":"Open learning","level":4,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1007/s41666-024-00164-7","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s41666-024-00164-7","pdf_url":null,"source":{"id":"https://openalex.org/S4210196546","display_name":"Journal of Healthcare Informatics Research","issn_l":"2509-4971","issn":["2509-4971","2509-498X"],"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":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Healthcare Informatics Research","raw_type":"journal-article"},{"id":"pmid:38681759","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38681759","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of healthcare informatics research","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:11052754","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11052754","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11052754/pdf/41666_2024_Article_164.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Healthc Inform Res","raw_type":"Text"},{"id":"pmh:oai:digitalcommons.library.tmc.edu:uthmed_docs-4833","is_oa":false,"landing_page_url":"https://digitalcommons.library.tmc.edu/uthmed_docs/3929","pdf_url":null,"source":{"id":"https://openalex.org/S4377196655","display_name":"Digital Commons-TMC (Texas Medical Center)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1337852284","host_organization_name":"Texas Medical Center","host_organization_lineage":["https://openalex.org/I1337852284"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Faculty, Staff and Student Publications","raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:11052754","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11052754","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11052754/pdf/41666_2024_Article_164.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Healthc Inform Res","raw_type":"Text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2489660422","display_name":"Collaborative Research: CNS Core: Medium: Towards Federated Learning over 5G Mobile Devices: High Efficiency, Low Latency, and Good Privacy","funder_award_id":"2106761","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G4664757366","display_name":"FW-HTF-R/Collaborative Research: FAIR4WISE: Future AI and Robotics for Women in Smart Engineering","funder_award_id":"2222670","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G5212868530","display_name":"CAREER: Ubiquitous and Time-Critical Federated Learning with Cooperative Mobile Edge Networking","funder_award_id":"2047761","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G5440753089","display_name":null,"funder_award_id":"CNS-2047761","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G5971672191","display_name":null,"funder_award_id":"CMMI-2222670, CNS-2106761","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G6234037300","display_name":null,"funder_award_id":"CMMI-2222670","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G6719892253","display_name":null,"funder_award_id":"CMMI-2222670","funder_id":"https://openalex.org/F4320337391","funder_display_name":"Division of Civil, Mechanical and Manufacturing Innovation"},{"id":"https://openalex.org/G7161697686","display_name":null,"funder_award_id":"CNS-2106761","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320307791","display_name":"Cisco Systems","ror":"https://ror.org/03yt1ez60"},{"id":"https://openalex.org/F4320310677","display_name":"University of Texas at San Antonio","ror":"https://ror.org/01kd65564"},{"id":"https://openalex.org/F4320337391","display_name":"Division of Civil, Mechanical and Manufacturing Innovation","ror":"https://ror.org/028yd4c30"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4393111921.pdf"},"referenced_works_count":44,"referenced_works":["https://openalex.org/W1726806267","https://openalex.org/W2014352947","https://openalex.org/W2100960835","https://openalex.org/W2149533068","https://openalex.org/W2519877455","https://openalex.org/W2597505554","https://openalex.org/W2744790096","https://openalex.org/W2806031239","https://openalex.org/W2888109941","https://openalex.org/W2891400669","https://openalex.org/W2902802452","https://openalex.org/W2914514892","https://openalex.org/W2950170870","https://openalex.org/W2962730996","https://openalex.org/W2962925443","https://openalex.org/W2963116854","https://openalex.org/W2963917042","https://openalex.org/W2964010366","https://openalex.org/W2981869278","https://openalex.org/W3011762034","https://openalex.org/W3012501605","https://openalex.org/W3023244064","https://openalex.org/W3029078373","https://openalex.org/W3042777221","https://openalex.org/W3057302762","https://openalex.org/W3086590218","https://openalex.org/W3101973032","https://openalex.org/W3111512201","https://openalex.org/W3137761476","https://openalex.org/W3153149826","https://openalex.org/W3164910542","https://openalex.org/W3165651001","https://openalex.org/W3189193281","https://openalex.org/W3198906045","https://openalex.org/W3204423820","https://openalex.org/W4225797136","https://openalex.org/W4283163698","https://openalex.org/W4288083420","https://openalex.org/W4292447049","https://openalex.org/W4323912167","https://openalex.org/W4380365787","https://openalex.org/W4382318985","https://openalex.org/W4385567869","https://openalex.org/W6607520151"],"related_works":["https://openalex.org/W2383694","https://openalex.org/W2049979679","https://openalex.org/W2110554190","https://openalex.org/W2153073817","https://openalex.org/W2106589108","https://openalex.org/W4372406133","https://openalex.org/W4385793885","https://openalex.org/W3164236313","https://openalex.org/W2048219483","https://openalex.org/W4386549218"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":5}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}
