{"id":"https://openalex.org/W3206114081","doi":"https://doi.org/10.1109/jsac.2021.3118424","title":"Decentralized Machine Learning Through Experience-Driven Method in Edge Networks","display_name":"Decentralized Machine Learning Through Experience-Driven Method in Edge Networks","publication_year":2021,"publication_date":"2021-10-20","ids":{"openalex":"https://openalex.org/W3206114081","doi":"https://doi.org/10.1109/jsac.2021.3118424","mag":"3206114081"},"language":"en","primary_location":{"id":"doi:10.1109/jsac.2021.3118424","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsac.2021.3118424","pdf_url":null,"source":{"id":"https://openalex.org/S90422530","display_name":"IEEE Journal on Selected Areas in Communications","issn_l":"0733-8716","issn":["0733-8716","1558-0008"],"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 on Selected Areas in Communications","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/A5063184427","display_name":"Hongli Xu","orcid":"https://orcid.org/0000-0003-3831-4577"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongli Xu","raw_affiliation_strings":["School of Computer Science and Technology, University of Science and Technology of China, Hefei, Anhui, China","Suzhou Institute for Advanced Study, University of Science and Technology of China, Suzhou, Jiangsu, China"],"raw_orcid":"https://orcid.org/0000-0003-3831-4577","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, University of Science and Technology of China, Hefei, Anhui, China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"Suzhou Institute for Advanced Study, University of Science and Technology of China, Suzhou, Jiangsu, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100337226","display_name":"Min Chen","orcid":"https://orcid.org/0000-0002-4346-9269"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Min Chen","raw_affiliation_strings":["School of Computer Science and Technology, University of Science and Technology of China, Hefei, Anhui, China","Suzhou Institute for Advanced Study, University of Science and Technology of China, Suzhou, Jiangsu, China"],"raw_orcid":"https://orcid.org/0000-0002-4346-9269","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, University of Science and Technology of China, Hefei, Anhui, China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"Suzhou Institute for Advanced Study, University of Science and Technology of China, Suzhou, Jiangsu, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012972492","display_name":"Zeyu Meng","orcid":"https://orcid.org/0000-0001-6678-4264"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zeyu Meng","raw_affiliation_strings":["School of Cyberscience, University of Science and Technology of China, Hefei, Anhui, China","Suzhou Institute for Advanced Study, University of Science and Technology of China, Suzhou, Jiangsu, China"],"raw_orcid":"https://orcid.org/0000-0001-6678-4264","affiliations":[{"raw_affiliation_string":"School of Cyberscience, University of Science and Technology of China, Hefei, Anhui, China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"Suzhou Institute for Advanced Study, University of Science and Technology of China, Suzhou, Jiangsu, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018803737","display_name":"Yang Xu","orcid":"https://orcid.org/0000-0003-0839-3892"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Xu","raw_affiliation_strings":["School of Computer Science and Technology, University of Science and Technology of China, Hefei, Anhui, China","Suzhou Institute for Advanced Study, University of Science and Technology of China, Suzhou, Jiangsu, China"],"raw_orcid":"https://orcid.org/0000-0003-0839-3892","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, University of Science and Technology of China, Hefei, Anhui, China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"Suzhou Institute for Advanced Study, University of Science and Technology of China, Suzhou, Jiangsu, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101419769","display_name":"Lun Wang","orcid":"https://orcid.org/0000-0002-9436-7924"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lun Wang","raw_affiliation_strings":["School of Computer Science and Technology, University of Science and Technology of China, Hefei, Anhui, China","Suzhou Institute for Advanced Study, University of Science and Technology of China, Suzhou, Jiangsu, China"],"raw_orcid":"https://orcid.org/0000-0002-9436-7924","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, University of Science and Technology of China, Hefei, Anhui, China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"Suzhou Institute for Advanced Study, University of Science and Technology of China, Suzhou, Jiangsu, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100728176","display_name":"Chunming Qiao","orcid":"https://orcid.org/0000-0002-4679-6572"},"institutions":[{"id":"https://openalex.org/I63190737","display_name":"University at Buffalo, State University of New York","ror":"https://ror.org/01y64my43","country_code":"US","type":"education","lineage":["https://openalex.org/I63190737"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chunming Qiao","raw_affiliation_strings":["Department of Computer Science and Engineering, University at Buffalo, Buffalo, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, University at Buffalo, Buffalo, NY, USA","institution_ids":["https://openalex.org/I63190737"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.6396,"has_fulltext":false,"cited_by_count":40,"citation_normalized_percentile":{"value":0.94035671,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"40","issue":"2","first_page":"515","last_page":"531"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9991000294685364,"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":0.9991000294685364,"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/T13553","display_name":"Age of Information Optimization","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9983000159263611,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/computer-science","display_name":"Computer science","score":0.9022605419158936},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.6348004937171936},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.5999382138252258},{"id":"https://openalex.org/keywords/network-topology","display_name":"Network topology","score":0.5677030086517334},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5284397602081299},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.5155355930328369},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.485573947429657},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.4728403687477112},{"id":"https://openalex.org/keywords/peer-to-peer","display_name":"Peer-to-peer","score":0.46597930788993835},{"id":"https://openalex.org/keywords/bandwidth","display_name":"Bandwidth (computing)","score":0.45144176483154297},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.41376256942749023},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2468424141407013},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.16305607557296753},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.08524167537689209}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9022605419158936},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.6348004937171936},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.5999382138252258},{"id":"https://openalex.org/C199845137","wikidata":"https://www.wikidata.org/wiki/Q145490","display_name":"Network topology","level":2,"score":0.5677030086517334},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5284397602081299},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.5155355930328369},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.485573947429657},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.4728403687477112},{"id":"https://openalex.org/C534932454","wikidata":"https://www.wikidata.org/wiki/Q161410","display_name":"Peer-to-peer","level":2,"score":0.46597930788993835},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.45144176483154297},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.41376256942749023},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2468424141407013},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.16305607557296753},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.08524167537689209},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jsac.2021.3118424","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsac.2021.3118424","pdf_url":null,"source":{"id":"https://openalex.org/S90422530","display_name":"IEEE Journal on Selected Areas in Communications","issn_l":"0733-8716","issn":["0733-8716","1558-0008"],"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 on Selected Areas in Communications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1785345862","display_name":null,"funder_award_id":"62102391","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3301288343","display_name":"\u8fb9\u7f18\u667a\u80fd\u67b6\u6784\u4e2d\u8d44\u6e90\u4f18\u5316\u5206\u914d\u5173\u952e\u6280\u672f\u7814\u7a76","funder_award_id":"61936015","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6402226090","display_name":null,"funder_award_id":"U1709217","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G645416012","display_name":null,"funder_award_id":"62132019","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":41,"referenced_works":["https://openalex.org/W1571416372","https://openalex.org/W1965680834","https://openalex.org/W2005147352","https://openalex.org/W2034341581","https://openalex.org/W2074796812","https://openalex.org/W2116093748","https://openalex.org/W2145706050","https://openalex.org/W2154834860","https://openalex.org/W2160643434","https://openalex.org/W2219490794","https://openalex.org/W2264863617","https://openalex.org/W2400861403","https://openalex.org/W2401610261","https://openalex.org/W2416799949","https://openalex.org/W2535838896","https://openalex.org/W2702150584","https://openalex.org/W2890601616","https://openalex.org/W2890928364","https://openalex.org/W2904163853","https://openalex.org/W2925593021","https://openalex.org/W2950865323","https://openalex.org/W2963549123","https://openalex.org/W2967314080","https://openalex.org/W2996845627","https://openalex.org/W3038057116","https://openalex.org/W3099654264","https://openalex.org/W3106356772","https://openalex.org/W3121342653","https://openalex.org/W3155415667","https://openalex.org/W3172018708","https://openalex.org/W3175954176","https://openalex.org/W4230962939","https://openalex.org/W4238679552","https://openalex.org/W6628377381","https://openalex.org/W6683113397","https://openalex.org/W6684859321","https://openalex.org/W6684921986","https://openalex.org/W6687681856","https://openalex.org/W6713134421","https://openalex.org/W6740154879","https://openalex.org/W6755251367"],"related_works":["https://openalex.org/W4319453177","https://openalex.org/W4322761281","https://openalex.org/W4238233472","https://openalex.org/W4313526662","https://openalex.org/W3111395152","https://openalex.org/W4312996489","https://openalex.org/W3106131444","https://openalex.org/W3216099748","https://openalex.org/W4205963435","https://openalex.org/W4313463379"],"abstract_inverted_index":{"Data":[0],"generated":[1],"at":[2,115,151],"the":[3,12,20,48,93,99,116,124,157,177,188,194,202,208],"network":[4,58,68,195],"edge":[5,15,29],"can":[6,175],"be":[7],"processed":[8],"locally":[9],"by":[10,181,191,198],"leveraging":[11],"paradigm":[13],"of":[14,63,95,159],"computing.":[16],"To":[17,85],"fully":[18],"utilize":[19],"widely":[21],"distributed":[22],"data,":[23],"we":[24,104,121],"concentrate":[25],"on":[26,47,98],"a":[27,119,141,149],"wireless":[28,75],"computing":[30],"system":[31],"that":[32,172],"conducts":[33],"model":[34,53,112,178],"training":[35,101,153,179],"using":[36],"decentralized":[37],"peer-to-peer":[38],"(P2P)":[39],"methods.":[40],"However,":[41],"there":[42],"are":[43],"two":[44,88],"major":[45],"challenges":[46],"way":[49],"towards":[50],"efficient":[51,108],"P2P":[52,100,109,128],"training:":[54],"limited":[55],"resources":[56],"(<i>e.g.</i>,":[57],"bandwidth":[59],"and":[60,66,166,193],"battery":[61],"life":[62],"mobile":[64],"devices)":[65],"time-varying":[67],"connectivity":[69],"due":[70],"to":[71,146,207],"device":[72],"mobility":[73],"or":[74],"channel":[76],"dynamics,":[77],"which":[78],"receives":[79],"less":[80],"attention":[81],"in":[82],"recent":[83],"years.":[84],"address":[86],"these":[87],"challenges,":[89],"this":[90],"paper":[91],"studies":[92],"impact":[94],"topology":[96,125,150],"construction":[97,126],"performance.":[102],"Specifically,":[103],"dynamically":[105],"construct":[106,148],"an":[107,136],"topology,":[110],"where":[111],"aggregation":[113],"occurs":[114],"edge.":[117],"In":[118],"nutshell,":[120],"first":[122],"formulate":[123],"for":[127],"learning":[129],"(TCPL)":[130],"problem":[131],"with":[132,184],"resource":[133,185],"constraints":[134],"as":[135],"integer":[137],"programming":[138],"problem.":[139],"Then":[140],"learning-driven":[142],"method":[143,174],"is":[144],"proposed":[145,161],"adaptively":[147],"each":[152],"epoch.":[154],"We":[155],"evaluate":[156],"performance":[158],"our":[160,173],"algorithm":[162],"through":[163],"extensive":[164],"simulations":[165],"physical":[167],"platform.":[168],"Evaluation":[169],"results":[170],"show":[171],"improve":[176],"efficiency":[180],"about":[182,199],"11&#x0025;":[183],"constraints,":[186],"reduce":[187],"communication":[189],"cost":[190],"30&#x0025;":[192],"traffic":[196],"consumption":[197],"60&#x0025;":[200],"under":[201],"same":[203],"accuracy":[204],"requirement":[205],"compared":[206],"benchmarks.":[209]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":17},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":3}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}