{"id":"https://openalex.org/W7133199506","doi":"https://doi.org/10.1109/sds68531.2025.11409747","title":"Privacy-Preserving Federated Learning for Secure Healthcare Data Processing","display_name":"Privacy-Preserving Federated Learning for Secure Healthcare Data Processing","publication_year":2025,"publication_date":"2025-12-02","ids":{"openalex":"https://openalex.org/W7133199506","doi":"https://doi.org/10.1109/sds68531.2025.11409747"},"language":null,"primary_location":{"id":"doi:10.1109/sds68531.2025.11409747","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sds68531.2025.11409747","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 12th International Conference on Software Defined Systems (SDS)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5121440797","display_name":"Ateeq Ur Rehman","orcid":null},"institutions":[{"id":"https://openalex.org/I198012923","display_name":"University of Staffordshire","ror":"https://ror.org/00d6k8y35","country_code":"GB","type":"education","lineage":["https://openalex.org/I198012923"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ateeq Ur Rehman","raw_affiliation_strings":["University of Staffordshire,Department of Computing,UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Staffordshire,Department of Computing,UK","institution_ids":["https://openalex.org/I198012923"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5127848484","display_name":"Anoud Bani Hani","orcid":null},"institutions":[{"id":"https://openalex.org/I131651094","display_name":"University of Denver","ror":"https://ror.org/04w7skc03","country_code":"US","type":"education","lineage":["https://openalex.org/I131651094"]},{"id":"https://openalex.org/I921990950","display_name":"University of Colorado Denver","ror":"https://ror.org/02hh7en24","country_code":"US","type":"education","lineage":["https://openalex.org/I921990950"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Anoud Bani Hani","raw_affiliation_strings":["Colorado university of Denver,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Colorado university of Denver,USA","institution_ids":["https://openalex.org/I131651094","https://openalex.org/I921990950"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5127862946","display_name":"Sana Maroof","orcid":null},"institutions":[{"id":"https://openalex.org/I2801349156","display_name":"University of Haripur","ror":"https://ror.org/05vtb1235","country_code":"PK","type":"education","lineage":["https://openalex.org/I2801349156"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Sana Maroof","raw_affiliation_strings":["University of Haripur,Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Haripur,Pakistan","institution_ids":["https://openalex.org/I2801349156"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5127804777","display_name":"Sara Shar Faiz Alshehri","orcid":null},"institutions":[{"id":"https://openalex.org/I206935292","display_name":"Shaqra University","ror":"https://ror.org/05hawb687","country_code":"SA","type":"education","lineage":["https://openalex.org/I206935292"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Sara Shar Faiz Alshehri","raw_affiliation_strings":["Shaqra University,Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shaqra University,Saudi Arabia","institution_ids":["https://openalex.org/I206935292"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.70765505,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"32","last_page":"36"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.8867999911308289,"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":0.8867999911308289,"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":0.07850000262260437,"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/T14347","display_name":"Big Data and Digital Economy","score":0.004900000058114529,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.6485999822616577},{"id":"https://openalex.org/keywords/federated-learning","display_name":"Federated learning","score":0.5997999906539917},{"id":"https://openalex.org/keywords/access-control","display_name":"Access control","score":0.48989999294281006},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.45010000467300415},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.42340001463890076},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.420199990272522},{"id":"https://openalex.org/keywords/differential","display_name":"Differential (mechanical device)","score":0.39340001344680786},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.36250001192092896}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7390999794006348},{"id":"https://openalex.org/C23130292","wikidata":"https://www.wikidata.org/wiki/Q5275358","display_name":"Differential privacy","level":2,"score":0.6485999822616577},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.5997999906539917},{"id":"https://openalex.org/C527821871","wikidata":"https://www.wikidata.org/wiki/Q228502","display_name":"Access control","level":2,"score":0.48989999294281006},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.45010000467300415},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4424000084400177},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.42340001463890076},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.420199990272522},{"id":"https://openalex.org/C93226319","wikidata":"https://www.wikidata.org/wiki/Q193137","display_name":"Differential (mechanical device)","level":2,"score":0.39340001344680786},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3684999942779541},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.36500000953674316},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.36250001192092896},{"id":"https://openalex.org/C138827492","wikidata":"https://www.wikidata.org/wiki/Q6661985","display_name":"Data processing","level":2,"score":0.33149999380111694},{"id":"https://openalex.org/C3017977704","wikidata":"https://www.wikidata.org/wiki/Q18745135","display_name":"Health data","level":3,"score":0.3273000121116638},{"id":"https://openalex.org/C2988170871","wikidata":"https://www.wikidata.org/wiki/Q11000047","display_name":"Healthcare system","level":3,"score":0.32499998807907104},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.321399986743927},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.30149999260902405},{"id":"https://openalex.org/C10511746","wikidata":"https://www.wikidata.org/wiki/Q899388","display_name":"Data security","level":3,"score":0.2797999978065491},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.2705000042915344},{"id":"https://openalex.org/C169093310","wikidata":"https://www.wikidata.org/wiki/Q3702971","display_name":"Personally identifiable information","level":2,"score":0.26030001044273376},{"id":"https://openalex.org/C137822555","wikidata":"https://www.wikidata.org/wiki/Q2587068","display_name":"Information sensitivity","level":2,"score":0.25529998540878296},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.25270000100135803},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.25119999051094055}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/sds68531.2025.11409747","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sds68531.2025.11409747","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 12th International Conference on Software Defined Systems (SDS)","raw_type":"proceedings-article"}],"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/W2767079719","https://openalex.org/W2912213068","https://openalex.org/W3048123939","https://openalex.org/W3161133901","https://openalex.org/W3187784948","https://openalex.org/W3210742324","https://openalex.org/W4205302645","https://openalex.org/W4220867361","https://openalex.org/W4226170255","https://openalex.org/W4293004060","https://openalex.org/W4312387595","https://openalex.org/W4312425371","https://openalex.org/W4366205468","https://openalex.org/W4385625558","https://openalex.org/W4390603852","https://openalex.org/W4391757416","https://openalex.org/W4392175476","https://openalex.org/W4392901758","https://openalex.org/W4402401573"],"related_works":[],"abstract_inverted_index":{"Machine":[0],"learning":[1,37,61],"is":[2,48],"growing":[3],"in":[4,6,67],"significance":[5],"the":[7,13,42,95],"medical":[8,24],"sector":[9],"because":[10],"it":[11,29],"has":[12,30],"capability":[14],"to":[15,34,63],"gather":[16],"useful":[17],"data":[18,44,78,83],"from":[19],"high-dimensional":[20],"information":[21],"such":[22],"as":[23],"images.":[25],"By":[26],"Federated":[27],"Learning,":[28],"been":[31],"made":[32],"easier":[33],"train":[35],"machine":[36],"models":[38],"privately":[39],"without":[40],"centralizing":[41],"personal":[43],"of":[45],"patients.":[46],"FL":[47],"still":[49],"weak":[50],"on":[51,106],"privacy":[52,87],"and":[53,85,98,115],"security":[54],"constraints.":[55],"This":[56],"paper":[57],"proposes":[58],"a":[59,107],"federated":[60],"system":[62],"classify":[64],"brain":[65,108],"tumors":[66],"MRI":[68,110],"images":[69],"while":[70,117],"maintaining":[71],"model":[72],"confidentiality,":[73],"thus":[74],"keeping":[75],"sensitive":[76],"healthcare":[77],"secure.":[79],"Our":[80],"approach":[81],"combines":[82],"governance":[84],"differential":[86,103],"principles,":[88],"utilizing":[89],"Role-Based":[90],"Access":[91],"Control":[92],"(RBAC)":[93],"at":[94],"local":[96],"level":[97],"Gaussian":[99],"noise":[100],"for":[101],"global":[102],"privacy.":[104,119],"Results":[105],"tumor":[109],"dataset":[111],"demonstrate":[112],"improved":[113],"accuracy":[114],"precision":[116],"preserving":[118]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2026-03-03T00:00:00"}