{"id":"https://openalex.org/W3110962653","doi":"https://doi.org/10.1109/jsac.2020.3036971","title":"Accelerating DNN Training in Wireless Federated Edge Learning Systems","display_name":"Accelerating DNN Training in Wireless Federated Edge Learning Systems","publication_year":2020,"publication_date":"2020-11-09","ids":{"openalex":"https://openalex.org/W3110962653","doi":"https://doi.org/10.1109/jsac.2020.3036971","mag":"3110962653"},"language":"en","primary_location":{"id":"doi:10.1109/jsac.2020.3036971","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsac.2020.3036971","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/A5036242436","display_name":"Jinke Ren","orcid":"https://orcid.org/0000-0002-7409-6127"},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]},{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Jinke Ren","raw_affiliation_strings":["College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China","Department of Electrical and Computer Engineering, Northwestern University, Evanston, IL, USA"],"raw_orcid":"https://orcid.org/0000-0002-7409-6127","affiliations":[{"raw_affiliation_string":"College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Northwestern University, Evanston, IL, USA","institution_ids":["https://openalex.org/I111979921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079187892","display_name":"Guanding Yu","orcid":"https://orcid.org/0000-0003-1354-2557"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guanding Yu","raw_affiliation_strings":["College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-1354-2557","affiliations":[{"raw_affiliation_string":"College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009712286","display_name":"Guangyao Ding","orcid":null},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guangyao Ding","raw_affiliation_strings":["College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":21.6423,"has_fulltext":false,"cited_by_count":234,"citation_normalized_percentile":{"value":0.99582425,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"39","issue":"1","first_page":"219","last_page":"232"},"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/T12676","display_name":"Machine Learning and ELM","score":0.9965999722480774,"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/T10964","display_name":"Wireless Communication Security Techniques","score":0.9962000250816345,"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":0.9255498051643372},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.5810456275939941},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.5664031505584717},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5192811489105225},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.5172246694564819},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4807055592536926},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.47101935744285583},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.47012126445770264},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.46972644329071045},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4539009928703308},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.44623619318008423},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4459538757801056},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.4241163730621338},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.11838480830192566}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9255498051643372},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.5810456275939941},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.5664031505584717},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5192811489105225},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.5172246694564819},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4807055592536926},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.47101935744285583},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.47012126445770264},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.46972644329071045},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4539009928703308},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.44623619318008423},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4459538757801056},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.4241163730621338},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.11838480830192566},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"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:10.1109/jsac.2020.3036971","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsac.2020.3036971","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":[{"display_name":"Decent work and economic growth","score":0.5,"id":"https://metadata.un.org/sdg/8"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W1598866093","https://openalex.org/W2072566913","https://openalex.org/W2168231600","https://openalex.org/W2397723600","https://openalex.org/W2490965583","https://openalex.org/W2500055019","https://openalex.org/W2535838896","https://openalex.org/W2541884796","https://openalex.org/W2593769694","https://openalex.org/W2609618253","https://openalex.org/W2622263826","https://openalex.org/W2624989916","https://openalex.org/W2769644379","https://openalex.org/W2774000609","https://openalex.org/W2807006176","https://openalex.org/W2807731816","https://openalex.org/W2919115771","https://openalex.org/W2920095265","https://openalex.org/W2921018545","https://openalex.org/W2951832089","https://openalex.org/W2955338161","https://openalex.org/W2962846391","https://openalex.org/W2962883549","https://openalex.org/W2963190722","https://openalex.org/W2963290405","https://openalex.org/W2963300197","https://openalex.org/W2963318081","https://openalex.org/W2963803379","https://openalex.org/W2975296300","https://openalex.org/W2978015420","https://openalex.org/W2981138228","https://openalex.org/W3004277316","https://openalex.org/W3015636663","https://openalex.org/W3090615085","https://openalex.org/W3108590825","https://openalex.org/W4297687186","https://openalex.org/W4300427714","https://openalex.org/W4318619660","https://openalex.org/W6635810480","https://openalex.org/W6684859321","https://openalex.org/W6728757088","https://openalex.org/W6738383168","https://openalex.org/W6739622702","https://openalex.org/W6746200960","https://openalex.org/W6746839373","https://openalex.org/W6752029299","https://openalex.org/W6768256413","https://openalex.org/W6772995181"],"related_works":["https://openalex.org/W2995938785","https://openalex.org/W2979760315","https://openalex.org/W4324372666","https://openalex.org/W4225706866","https://openalex.org/W4322761281","https://openalex.org/W4238233472","https://openalex.org/W4313339048","https://openalex.org/W2956163139","https://openalex.org/W4386004629","https://openalex.org/W2942586735"],"abstract_inverted_index":{"Training":[0],"task":[1],"in":[2,73,104,148,171],"classical":[3],"machine":[4],"learning":[5,67,94,139,196],"models,":[6],"such":[7],"as":[8,158],"deep":[9],"neural":[10],"networks,":[11],"is":[12,24,112,151,169],"generally":[13],"implemented":[14],"at":[15,69,80],"a":[16,40,57,88,99],"remote":[17],"cloud":[18],"center":[19],"for":[20,119],"centralized":[21,49],"learning,":[22,63],"which":[23],"typically":[25],"time-consuming":[26],"and":[27,35,123,129,182,193],"resource-hungry.":[28],"It":[29],"also":[30],"incurs":[31],"serious":[32],"privacy":[33],"issue":[34],"long":[36],"communication":[37,124],"latency":[38],"since":[39],"large":[41],"amount":[42],"of":[43,75,160],"data":[44],"are":[45,127,133],"transmitted":[46],"to":[47,64,141,153],"the":[48,70,82,105,142,155,161,179,185,190,195],"node.":[50],"To":[51],"overcome":[52],"these":[53],"shortcomings,":[54],"we":[55,85,136],"consider":[56],"newly-emerged":[58],"framework,":[59],"namely":[60],"federated":[61],"edge":[62,72],"aggregate":[65],"local":[66],"updates":[68],"network":[71],"lieu":[74],"users'":[76],"raw":[77],"data.":[78],"Aiming":[79],"accelerating":[81],"training":[83,100,191],"process,":[84],"first":[86],"define":[87],"novel":[89],"performance":[90],"evaluation":[91],"criterion,":[92],"called":[93],"efficiency.":[95],"We":[96],"then":[97],"formulate":[98],"acceleration":[101],"optimization":[102],"problem":[103],"CPU":[106,162],"scenario,":[107,163],"where":[108],"each":[109],"user":[110],"device":[111],"equipped":[113],"with":[114],"CPU.":[115],"The":[116,145],"closed-form":[117],"expressions":[118],"joint":[120],"batchsize":[121],"selection":[122],"resource":[125],"allocation":[126],"developed":[128],"some":[130],"insightful":[131],"results":[132],"highlighted.":[134],"Further,":[135],"extend":[137],"our":[138,166],"framework":[140],"GPU":[143],"scenario.":[144],"optimal":[146],"solution":[147],"this":[149],"scenario":[150],"manifested":[152],"have":[154],"similar":[156],"structure":[157],"that":[159,165,184],"recommending":[164],"proposed":[167,186],"algorithm":[168,187],"applicable":[170],"more":[172],"general":[173],"systems.":[174],"Finally,":[175],"extensive":[176],"experiments":[177],"validate":[178],"theoretical":[180],"analysis":[181],"demonstrate":[183],"can":[188],"reduce":[189],"time":[192],"improve":[194],"accuracy":[197],"simultaneously.":[198]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":28},{"year":2024,"cited_by_count":31},{"year":2023,"cited_by_count":45},{"year":2022,"cited_by_count":44},{"year":2021,"cited_by_count":47},{"year":2020,"cited_by_count":30},{"year":2019,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}