{"id":"https://openalex.org/W4298342756","doi":"https://doi.org/10.1093/comjnl/bxac118","title":"Adaptive Federated Learning With Non-IID Data","display_name":"Adaptive Federated Learning With Non-IID Data","publication_year":2022,"publication_date":"2022-09-30","ids":{"openalex":"https://openalex.org/W4298342756","doi":"https://doi.org/10.1093/comjnl/bxac118"},"language":"en","primary_location":{"id":"doi:10.1093/comjnl/bxac118","is_oa":false,"landing_page_url":"https://doi.org/10.1093/comjnl/bxac118","pdf_url":null,"source":{"id":"https://openalex.org/S44643521","display_name":"The Computer Journal","issn_l":"0010-4620","issn":["0010-4620","1460-2067"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Computer Journal","raw_type":"journal-article"},"type":"article","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/A5008416156","display_name":"Yan Zeng","orcid":"https://orcid.org/0000-0003-2026-417X"},"institutions":[{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yan Zeng","raw_affiliation_strings":["Key Laboratory of Complex System Modeling and Simulation, Ministry of Education , Hangzhou 310018","School of Computer Science and Technology, Hangzhou Dianzi University , Hangzhou 310018","Zhejiang Engineering Research Center of Data Security Governance , Hangzhou 310018"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Complex System Modeling and Simulation, Ministry of Education , Hangzhou 310018","institution_ids":[]},{"raw_affiliation_string":"School of Computer Science and Technology, Hangzhou Dianzi University , Hangzhou 310018","institution_ids":["https://openalex.org/I50760025"]},{"raw_affiliation_string":"Zhejiang Engineering Research Center of Data Security Governance , Hangzhou 310018","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017326543","display_name":"Yuankai Mu","orcid":null},"institutions":[{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuankai Mu","raw_affiliation_strings":["HDU-ITMO Joint Institute, Hangzhou Dianzi University , Hangzhou 310018"],"affiliations":[{"raw_affiliation_string":"HDU-ITMO Joint Institute, Hangzhou Dianzi University , Hangzhou 310018","institution_ids":["https://openalex.org/I50760025"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036726122","display_name":"Junfeng Yuan","orcid":"https://orcid.org/0000-0003-4277-9967"},"institutions":[{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junfeng Yuan","raw_affiliation_strings":["School of Computer Science and Technology, Hangzhou Dianzi University , Hangzhou 310018"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Hangzhou Dianzi University , Hangzhou 310018","institution_ids":["https://openalex.org/I50760025"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007507747","display_name":"Siyuan Teng","orcid":"https://orcid.org/0000-0001-5054-3327"},"institutions":[{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Siyuan Teng","raw_affiliation_strings":["School of Computer Science and Technology, Hangzhou Dianzi University , Hangzhou 310018"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Hangzhou Dianzi University , Hangzhou 310018","institution_ids":["https://openalex.org/I50760025"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100624323","display_name":"Jilin Zhang","orcid":"https://orcid.org/0000-0003-0241-0727"},"institutions":[{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jilin Zhang","raw_affiliation_strings":["Key Laboratory of Complex System Modeling and Simulation, Ministry of Education , Hangzhou 310018","School of Computer Science and Technology, Hangzhou Dianzi University , Hangzhou 310018","Zhejiang Engineering Research Center of Data Security Governance , Hangzhou 310018"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Complex System Modeling and Simulation, Ministry of Education , Hangzhou 310018","institution_ids":[]},{"raw_affiliation_string":"School of Computer Science and Technology, Hangzhou Dianzi University , Hangzhou 310018","institution_ids":["https://openalex.org/I50760025"]},{"raw_affiliation_string":"Zhejiang Engineering Research Center of Data Security Governance , Hangzhou 310018","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059824074","display_name":"Jian Wan","orcid":"https://orcid.org/0000-0002-7732-7525"},"institutions":[{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jian Wan","raw_affiliation_strings":["Key Laboratory of Complex System Modeling and Simulation, Ministry of Education , Hangzhou 310018","School of Computer Science and Technology, Hangzhou Dianzi University , Hangzhou 310018","Zhejiang Engineering Research Center of Data Security Governance , Hangzhou 310018"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Complex System Modeling and Simulation, Ministry of Education , Hangzhou 310018","institution_ids":[]},{"raw_affiliation_string":"School of Computer Science and Technology, Hangzhou Dianzi University , Hangzhou 310018","institution_ids":["https://openalex.org/I50760025"]},{"raw_affiliation_string":"Zhejiang Engineering Research Center of Data Security Governance , Hangzhou 310018","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101556071","display_name":"Yongjian Ren","orcid":"https://orcid.org/0000-0003-0346-2051"},"institutions":[{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yongjian Ren","raw_affiliation_strings":["Key Laboratory of Complex System Modeling and Simulation, Ministry of Education , Hangzhou 310018","School of Computer Science and Technology, Hangzhou Dianzi University , Hangzhou 310018","Zhejiang Engineering Research Center of Data Security Governance , Hangzhou 310018"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Complex System Modeling and Simulation, Ministry of Education , Hangzhou 310018","institution_ids":[]},{"raw_affiliation_string":"School of Computer Science and Technology, Hangzhou Dianzi University , Hangzhou 310018","institution_ids":["https://openalex.org/I50760025"]},{"raw_affiliation_string":"Zhejiang Engineering Research Center of Data Security Governance , Hangzhou 310018","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001666028","display_name":"Yunquan Zhang","orcid":"https://orcid.org/0000-0002-2618-5088"},"institutions":[{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunquan Zhang","raw_affiliation_strings":["Institute of computing technology of the Chinese Academy of Sciences , Beijing, 100086"],"affiliations":[{"raw_affiliation_string":"Institute of computing technology of the Chinese Academy of Sciences , Beijing, 100086","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I19820366"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5059824074","https://openalex.org/A5101556071"],"corresponding_institution_ids":["https://openalex.org/I50760025"],"apc_list":{"value":2635,"currency":"GBP","value_usd":3232},"apc_paid":null,"fwci":5.7537,"has_fulltext":false,"cited_by_count":41,"citation_normalized_percentile":{"value":0.96546366,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"66","issue":"11","first_page":"2758","last_page":"2772"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9998000264167786,"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":0.9998000264167786,"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/T13918","display_name":"Advanced Data and IoT Technologies","score":0.9801999926567078,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10761","display_name":"Vehicular Ad Hoc Networks (VANETs)","score":0.9785000085830688,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8428124189376831},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.6756348609924316},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.6556373238563538},{"id":"https://openalex.org/keywords/mnist-database","display_name":"MNIST database","score":0.6519593000411987},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.5856425762176514},{"id":"https://openalex.org/keywords/independent-and-identically-distributed-random-variables","display_name":"Independent and identically distributed random variables","score":0.4941592514514923},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4849146008491516},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.47745636105537415},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.4424906373023987},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.44243842363357544},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.43383505940437317},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.41370242834091187},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3857806622982025},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3595885634422302},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.19126349687576294},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.11293381452560425},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.10691040754318237},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.0792255699634552}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8428124189376831},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.6756348609924316},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.6556373238563538},{"id":"https://openalex.org/C190502265","wikidata":"https://www.wikidata.org/wiki/Q17069496","display_name":"MNIST database","level":3,"score":0.6519593000411987},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.5856425762176514},{"id":"https://openalex.org/C141513077","wikidata":"https://www.wikidata.org/wiki/Q378542","display_name":"Independent and identically distributed random variables","level":3,"score":0.4941592514514923},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4849146008491516},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.47745636105537415},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.4424906373023987},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.44243842363357544},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.43383505940437317},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.41370242834091187},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3857806622982025},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3595885634422302},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.19126349687576294},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.11293381452560425},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.10691040754318237},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0792255699634552},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C122123141","wikidata":"https://www.wikidata.org/wiki/Q176623","display_name":"Random variable","level":2,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1093/comjnl/bxac118","is_oa":false,"landing_page_url":"https://doi.org/10.1093/comjnl/bxac118","pdf_url":null,"source":{"id":"https://openalex.org/S44643521","display_name":"The Computer Journal","issn_l":"0010-4620","issn":["0010-4620","1460-2067"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Computer Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W2112796928","https://openalex.org/W2404475625","https://openalex.org/W2593105899","https://openalex.org/W2888206291","https://openalex.org/W2912083425","https://openalex.org/W2912500072","https://openalex.org/W2962696932","https://openalex.org/W2963540401","https://openalex.org/W2963804082","https://openalex.org/W2995191368","https://openalex.org/W3038022836","https://openalex.org/W3038028469","https://openalex.org/W3043723611","https://openalex.org/W3099314130","https://openalex.org/W3103802018","https://openalex.org/W3118608800","https://openalex.org/W3184838508","https://openalex.org/W3213291156","https://openalex.org/W4242113544","https://openalex.org/W6638803421","https://openalex.org/W6676540010","https://openalex.org/W6743688258","https://openalex.org/W6752029299","https://openalex.org/W6753958361","https://openalex.org/W6755174528","https://openalex.org/W6759226220","https://openalex.org/W6759238902","https://openalex.org/W6765541894","https://openalex.org/W6779539550","https://openalex.org/W6781318954","https://openalex.org/W6784336702","https://openalex.org/W6786061324","https://openalex.org/W6795843344"],"related_works":["https://openalex.org/W4322761281","https://openalex.org/W4238233472","https://openalex.org/W3166492421","https://openalex.org/W4313463218","https://openalex.org/W4312996489","https://openalex.org/W3111395152","https://openalex.org/W4313526662","https://openalex.org/W3106131444","https://openalex.org/W3216099748","https://openalex.org/W4205963435"],"abstract_inverted_index":{"Abstract":[0],"With":[1],"the":[2,24,60,70,73,86,144,150,153,157,165,183,188,198,209],"widespread":[3],"use":[4],"of":[5,7,15,72,89,152],"Internet":[6],"things(IoT)":[8],"devices,":[9,45,52,108],"it":[10,18],"generates":[11],"an":[12],"enormous":[13],"volume":[14],"data,":[16,66],"and":[17,31,50,57,63,127,137,143,155,193,204,212],"is":[19,35],"a":[20,36,81,121],"challenge":[21,88],"to":[22,84,100,119,178,208],"mine":[23],"IoT":[25,51],"data":[26,41,97,135],"value":[27],"while":[28,53],"ensuring":[29],"security":[30],"privacy.":[32],"Federated":[33],"learning":[34,91],"decentralized":[37],"approach":[38],"for":[39,113,160],"training":[40,184],"located":[42],"on":[43,164,175,187],"edge":[44,107,161],"such":[46],"as":[47],"mobile":[48],"phones":[49],"keeping":[54],"privacy,":[55],"efficiency,":[56],"security.":[58],"However,":[59],"Non-IID":[61,96],"(non-independent":[62],"identically":[64],"distributed)":[65],"always":[67],"greatly":[68],"impacts":[69],"performance":[71],"global":[74,123,145],"model.":[75,124],"In":[76],"this":[77],"paper,":[78],"we":[79,109,169],"propose":[80],"FedDynamic":[82,199],"algorithm":[83,200],"solve":[85,179],"statistical":[87],"federated":[90],"caused":[92],"by":[93],"Non-IID.":[94],"As":[95],"can":[98,148],"lead":[99],"significant":[101],"differences":[102],"in":[103],"model":[104,117,132,138],"parameters":[105],"between":[106,140],"set":[110],"different":[111,114],"weights":[112],"devices":[115,162],"during":[116,182],"aggregation":[118,158,172],"get":[120],"high-performance":[122],"We":[125],"analyze":[126],"exact":[128],"key":[129,166],"indices":[130],"(local":[131],"accuracy,":[133],"local":[134,141],"quality,":[136],"difference":[139],"models":[142],"model),":[146],"which":[147],"reflect":[149],"quality":[151],"model,":[154],"calculate":[156],"weight":[159,173,180],"based":[163,174],"indices.":[167],"Furthermore,":[168],"dynamically":[170],"adjust":[171],"accuracy\u2019s":[176],"variety":[177],"staleness":[181],"process.":[185],"Experiments":[186],"MNIST,":[189],"FMNIST,":[190],"EMNIST,":[191],"CINIC-10":[192],"CIFAR-10":[194],"datasets":[195],"show":[196],"that":[197],"has":[201],"better":[202],"accuracy":[203],"convergence":[205],"performance,":[206],"compared":[207],"FedAvg,":[210],"FedProx":[211],"Scaffold":[213],"algorithms.":[214]},"counts_by_year":[{"year":2025,"cited_by_count":21},{"year":2024,"cited_by_count":15},{"year":2023,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
