{"id":"https://openalex.org/W4220867361","doi":"https://doi.org/10.1109/jbhi.2022.3157725","title":"Privacy-Preserving Federated Learning for Internet of Medical Things Under Edge Computing","display_name":"Privacy-Preserving Federated Learning for Internet of Medical Things Under Edge Computing","publication_year":2022,"publication_date":"2022-03-08","ids":{"openalex":"https://openalex.org/W4220867361","doi":"https://doi.org/10.1109/jbhi.2022.3157725","pmid":"https://pubmed.ncbi.nlm.nih.gov/35259124"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2022.3157725","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2022.3157725","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5115467770","display_name":"Ruijin Wang","orcid":"https://orcid.org/0000-0002-1527-0180"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruijin Wang","raw_affiliation_strings":["School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017082485","display_name":"Jinshan Lai","orcid":"https://orcid.org/0000-0002-2222-9178"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinshan Lai","raw_affiliation_strings":["School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100633382","display_name":"Zhiyang Zhang","orcid":"https://orcid.org/0000-0002-6766-8449"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiyang Zhang","raw_affiliation_strings":["School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information and Software Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100335132","display_name":"Xiong Li","orcid":"https://orcid.org/0000-0001-6619-554X"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiong Li","raw_affiliation_strings":["Institute for Cyber Security, School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0001-6619-554X","affiliations":[{"raw_affiliation_string":"Institute for Cyber Security, School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028044712","display_name":"Pandi Vijayakumar","orcid":"https://orcid.org/0000-0001-5451-8946"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Pandi Vijayakumar","raw_affiliation_strings":["Department of Computer Science and Engineering, University College of Engineering, Tindivanam, Tamilnadu, India"],"raw_orcid":"https://orcid.org/0000-0001-5451-8946","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, University College of Engineering, Tindivanam, Tamilnadu, India","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089838423","display_name":"Marimuthu Karuppiah","orcid":"https://orcid.org/0000-0001-7379-2641"},"institutions":[{"id":"https://openalex.org/I145286018","display_name":"SRM Institute of Science and Technology","ror":"https://ror.org/050113w36","country_code":"IN","type":"education","lineage":["https://openalex.org/I145286018"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Marimuthu Karuppiah","raw_affiliation_strings":["Department of Computer Science and Engineering, SRM Institute of Science and Technology, Delhi NCR Campus, Modinagar, Ghaziabad, India"],"raw_orcid":"https://orcid.org/0000-0001-7379-2641","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, SRM Institute of Science and Technology, Delhi NCR Campus, Modinagar, Ghaziabad, India","institution_ids":["https://openalex.org/I145286018"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":18.4382,"has_fulltext":false,"cited_by_count":188,"citation_normalized_percentile":{"value":0.99492965,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"27","issue":"2","first_page":"854","last_page":"865"},"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":0.9976999759674072,"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":0.9927999973297119,"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/computer-science","display_name":"Computer science","score":0.87126624584198},{"id":"https://openalex.org/keywords/homomorphic-encryption","display_name":"Homomorphic encryption","score":0.6912767887115479},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.5780455470085144},{"id":"https://openalex.org/keywords/encryption","display_name":"Encryption","score":0.5732256174087524},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.5268413424491882},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.4840790331363678},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.4794125258922577},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.4366694390773773},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.43503737449645996},{"id":"https://openalex.org/keywords/secret-sharing","display_name":"Secret sharing","score":0.4310171604156494},{"id":"https://openalex.org/keywords/hash-function","display_name":"Hash function","score":0.4265352785587311},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4060100317001343},{"id":"https://openalex.org/keywords/cryptography","display_name":"Cryptography","score":0.3881198763847351},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.185381680727005},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.179261714220047}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.87126624584198},{"id":"https://openalex.org/C158338273","wikidata":"https://www.wikidata.org/wiki/Q2154943","display_name":"Homomorphic encryption","level":3,"score":0.6912767887115479},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.5780455470085144},{"id":"https://openalex.org/C148730421","wikidata":"https://www.wikidata.org/wiki/Q141090","display_name":"Encryption","level":2,"score":0.5732256174087524},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.5268413424491882},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.4840790331363678},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.4794125258922577},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.4366694390773773},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.43503737449645996},{"id":"https://openalex.org/C3087436","wikidata":"https://www.wikidata.org/wiki/Q1386603","display_name":"Secret sharing","level":3,"score":0.4310171604156494},{"id":"https://openalex.org/C99138194","wikidata":"https://www.wikidata.org/wiki/Q183427","display_name":"Hash function","level":2,"score":0.4265352785587311},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4060100317001343},{"id":"https://openalex.org/C178489894","wikidata":"https://www.wikidata.org/wiki/Q8789","display_name":"Cryptography","level":2,"score":0.3881198763847351},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.185381680727005},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.179261714220047},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000080487","descriptor_name":"Internet of Things","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000080487","descriptor_name":"Internet of Things","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000080487","descriptor_name":"Internet of Things","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003695","descriptor_name":"Delivery of Health Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003695","descriptor_name":"Delivery of Health Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003695","descriptor_name":"Delivery of Health Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016494","descriptor_name":"Computer Security","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016494","descriptor_name":"Computer Security","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016494","descriptor_name":"Computer Security","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018907","descriptor_name":"Privacy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D018907","descriptor_name":"Privacy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D018907","descriptor_name":"Privacy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2022.3157725","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2022.3157725","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:35259124","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35259124","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":"IEEE journal of biomedical and health informatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1525844701","display_name":"\u9762\u5411\u8fb9\u7f18\u8ba1\u7b97\u9690\u79c1\u4fdd\u62a4\u7684\u5173\u952e\u6280\u672f\u7814\u7a76","funder_award_id":"62072078","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W1904483788","https://openalex.org/W2007339694","https://openalex.org/W2157017541","https://openalex.org/W2736194861","https://openalex.org/W2777914285","https://openalex.org/W2811973125","https://openalex.org/W2908043076","https://openalex.org/W2911915417","https://openalex.org/W2946193510","https://openalex.org/W2951832089","https://openalex.org/W2963456518","https://openalex.org/W2970408908","https://openalex.org/W2971544778","https://openalex.org/W2982814561","https://openalex.org/W3003426262","https://openalex.org/W3013936128","https://openalex.org/W3018464563","https://openalex.org/W3021654819","https://openalex.org/W3081731645","https://openalex.org/W3111353949","https://openalex.org/W3113271060","https://openalex.org/W3118608800","https://openalex.org/W3128779927","https://openalex.org/W3136022984","https://openalex.org/W3192953632","https://openalex.org/W3197379723","https://openalex.org/W3202281568","https://openalex.org/W3206162503","https://openalex.org/W4206320562","https://openalex.org/W4236998006","https://openalex.org/W4298221930","https://openalex.org/W6728757088","https://openalex.org/W6759226220","https://openalex.org/W6762879059","https://openalex.org/W6773366154","https://openalex.org/W6787972765"],"related_works":["https://openalex.org/W2539930818","https://openalex.org/W3012147850","https://openalex.org/W4313300189","https://openalex.org/W2949835517","https://openalex.org/W2625655658","https://openalex.org/W2403663234","https://openalex.org/W2129292245","https://openalex.org/W4288804202","https://openalex.org/W2911298733","https://openalex.org/W4317178672"],"abstract_inverted_index":{"Edge":[0,97],"intelligent":[1],"computing":[2,239],"is":[3,119,130,203],"widely":[4],"used":[5],"in":[6,207,210,236],"the":[7,11,60,64,67,72,76,173,178,221,225],"fields,":[8],"such":[9,241],"as":[10,43,45,180,182,242],"Internet":[12],"of":[13,63,70,101,126,177,227],"Medical":[14],"Things":[15],"(IoMT),":[16],"which":[17,118,171],"has":[18],"advantages,":[19],"including":[20,37],"high":[21],"data":[22,74],"processing":[23],"efficiency,":[24],"strong":[25],"real-time":[26],"performance":[27],"and":[28,47,82,115,133,153,168,175],"low":[29],"network":[30],"delay.":[31],"However,":[32,57],"there":[33],"are":[34],"many":[35],"problems":[36],"privacy":[38,83,107,143,197],"disclosure,":[39],"limited":[40],"calculation":[41],"force,":[42],"well":[44,181,235],"scheduling":[46],"coordination":[48],"issues.":[49,84],"Federated":[50,94],"learning":[51],"can":[52,138,219,233],"greatly":[53],"improves":[54],"training":[55,192],"efficiency.":[56],"due":[58],"to":[59,75,198],"sensitive":[61],"nature":[62],"healthcare":[65],"data,":[66],"aforementioned":[68],"approach":[69],"transferring":[71],"patient's":[73],"servers":[77],"may":[78],"create":[79],"serious":[80],"security":[81],"Therefore,":[85,230],"this":[86],"article":[87],"proposes":[88],"a":[89,105,112,122,165,189],"Privacy":[90],"Protection":[91],"Scheme":[92],"for":[93],"Learning":[95],"under":[96,224],"Computing":[98],"(PPFLEC).":[99],"First":[100],"all,":[102],"we":[103,159,187,218],"propose":[104,188],"lightweight":[106],"protection":[108],"protocol":[109],"based":[110,120,163],"on":[111,121,164],"shared":[113],"secret":[114,127],"weight":[116],"mask,":[117],"random":[123],"mask":[124],"scheme":[125,202,232],"sharing.":[128],"It":[129,137],"more":[131],"accurate":[132],"efficient":[134],"than,homomorphic":[135],"encryption.":[136],"not":[139],"only":[140],"protect":[141],"gradient":[142],"without":[144],"losing":[145],"model":[146],"accuracy,":[147],"but":[148],"also":[149],"resist":[150],"equipment":[151],"dropping":[152],"collusion":[154],"attacks":[155],"between":[156],"devices.":[157],"Second,":[158],"design":[160],"an":[161],"algorithm":[162],"digital":[166],"signature":[167],"hash":[169],"function,":[170],"achieves":[172],"integrity":[174],"consistency":[176],"message,":[179],"resisting":[183],"replay":[184],"attacks.":[185],"Finally,":[186],"periodic":[190],"average":[191],"strategy,":[193],"compared":[194,214],"with":[195,215],"differential":[196],"prove":[199],"that":[200],"our":[201,231],"40":[204],"%":[205],"faster":[206],"efficiency":[208,223],"than":[209],"deferential":[211],"privacy.":[212],"Meanwhile,":[213],"federated":[216],"learning,":[217],"achieve":[220],"same":[222],"condition":[226],"ensuring":[228],"safety.":[229],"work":[234],"unstable":[237],"edge":[238],"environments":[240],"smart":[243],"healthcare.":[244]},"counts_by_year":[{"year":2026,"cited_by_count":29},{"year":2025,"cited_by_count":64},{"year":2024,"cited_by_count":48},{"year":2023,"cited_by_count":30},{"year":2022,"cited_by_count":17}],"updated_date":"2026-07-18T07:39:51.176621","created_date":"2025-10-10T00:00:00"}