{"id":"https://openalex.org/W3043820882","doi":"https://doi.org/10.1109/ipdps47924.2020.00031","title":"Optimize Scheduling of Federated Learning on Battery-powered Mobile Devices","display_name":"Optimize Scheduling of Federated Learning on Battery-powered Mobile Devices","publication_year":2020,"publication_date":"2020-05-01","ids":{"openalex":"https://openalex.org/W3043820882","doi":"https://doi.org/10.1109/ipdps47924.2020.00031","mag":"3043820882"},"language":"en","primary_location":{"id":"doi:10.1109/ipdps47924.2020.00031","doi":"https://doi.org/10.1109/ipdps47924.2020.00031","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ipdps47924.2020.00031","pdf_url":null,"source":{"id":"https://openalex.org/S4210174069","display_name":"IEEE International Parallel and Distributed Processing Symposium (IPDPS)","issn_l":"1530-2075","issn":["1530-2075"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-2","norway-1"],"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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Parallel and Distributed Processing Symposium (IPDPS)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"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/A5100390514","display_name":"Cong Wang","orcid":"https://orcid.org/0000-0003-0547-315X","observed_orcids":["https://orcid.org/0000-0003-0547-315X"]},"institutions":[{"id":"https://openalex.org/I81365321","display_name":"Old Dominion University","ror":"https://ror.org/04zjtrb98","country_code":"US","type":"education","lineage":["https://openalex.org/I81365321"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Cong Wang","raw_affiliation_strings":["Dept. of Computer Science, Old Dominion University, Norfolk, VA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science, Old Dominion University, Norfolk, VA, USA","institution_ids":["https://openalex.org/I81365321"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017283960","display_name":"Xin Shan Wei","orcid":"https://orcid.org/0000-0003-4403-0300","observed_orcids":["https://orcid.org/0000-0003-4403-0300"]},"institutions":[{"id":"https://openalex.org/I81365321","display_name":"Old Dominion University","ror":"https://ror.org/04zjtrb98","country_code":"US","type":"education","lineage":["https://openalex.org/I81365321"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xin Wei","raw_affiliation_strings":["Dept. of Computer Science, Old Dominion University, Norfolk, VA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science, Old Dominion University, Norfolk, VA, USA","institution_ids":["https://openalex.org/I81365321"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000555267","display_name":"Pengzhan Zhou","orcid":"https://orcid.org/0000-0002-8796-5969","observed_orcids":["https://orcid.org/0000-0002-8796-5969"]},"institutions":[{"id":"https://openalex.org/I59553526","display_name":"Stony Brook University","ror":"https://ror.org/05qghxh33","country_code":"US","type":"education","lineage":["https://openalex.org/I59553526"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Pengzhan Zhou","raw_affiliation_strings":["Dept. of Electrical and Computer Engineering, Stony Brook University, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Electrical and Computer Engineering, Stony Brook University, NY, USA","institution_ids":["https://openalex.org/I59553526"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.1197,"has_fulltext":false,"cited_by_count":24,"citation_normalized_percentile":{"value":0.82095676,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"212","last_page":"221"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9976000189781189,"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":0.9976000189781189,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.000699999975040555,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.00019999999494757503,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/federated-learning","display_name":"federated learning","score":0.9850000143051147},{"id":"https://openalex.org/keywords/training-scheduling","display_name":"training scheduling","score":0.7319999933242798},{"id":"https://openalex.org/keywords/battery-powered-mobile-devices","display_name":"battery-powered mobile devices","score":0.9800000190734863},{"id":"https://openalex.org/keywords/class-imbalance","display_name":"class imbalance","score":0.8679999709129333},{"id":"https://openalex.org/keywords/accuracy-loss","display_name":"accuracy loss","score":0.6660000085830688},{"id":"https://openalex.org/keywords/polynomial-time-algorithms","display_name":"polynomial-time algorithms","score":0.9089999794960022},{"id":"https://openalex.org/keywords/straggler-mitigation","display_name":"straggler mitigation","score":0.6949999928474426},{"id":"https://openalex.org/keywords/parallelism","display_name":"parallelism","score":0.4189999997615814}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8795788288116455},{"id":"https://openalex.org/C2780513914","wikidata":"https://www.wikidata.org/wiki/Q18210350","display_name":"Bottleneck","level":2,"score":0.7497827410697937},{"id":"https://openalex.org/C31395832","wikidata":"https://www.wikidata.org/wiki/Q1318674","display_name":"Testbed","level":2,"score":0.7226207256317139},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.65449458360672},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.4819504916667938},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.4787856340408325},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.46125328540802},{"id":"https://openalex.org/C144543869","wikidata":"https://www.wikidata.org/wiki/Q2738570","display_name":"Mobile computing","level":2,"score":0.4259510040283203},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4215218424797058},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.2590494751930237},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.23268792033195496},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.14963480830192566},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ipdps47924.2020.00031","doi":"https://doi.org/10.1109/ipdps47924.2020.00031","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ipdps47924.2020.00031","pdf_url":null,"source":{"id":"https://openalex.org/S4210174069","display_name":"IEEE International Parallel and Distributed Processing Symposium (IPDPS)","issn_l":"1530-2075","issn":["1530-2075"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-2","norway-1"],"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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Parallel and Distributed Processing Symposium (IPDPS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W1686810756","https://openalex.org/W2059387650","https://openalex.org/W2112796928","https://openalex.org/W2119144962","https://openalex.org/W2132737349","https://openalex.org/W2142258482","https://openalex.org/W2168231600","https://openalex.org/W2467020497","https://openalex.org/W2473024743","https://openalex.org/W2504108613","https://openalex.org/W2523925604","https://openalex.org/W2535838896","https://openalex.org/W2541884796","https://openalex.org/W2618494520","https://openalex.org/W2752689052","https://openalex.org/W2767079719","https://openalex.org/W2786899637","https://openalex.org/W2798515322","https://openalex.org/W2807006176","https://openalex.org/W2903471046","https://openalex.org/W2905255852","https://openalex.org/W2913570153","https://openalex.org/W2962684017","https://openalex.org/W2963228337","https://openalex.org/W2963300197","https://openalex.org/W2964299589","https://openalex.org/W2981950284","https://openalex.org/W2982464076"],"related_works":["https://openalex.org/W3085873903","https://openalex.org/W4392979653","https://openalex.org/W4293258808","https://openalex.org/W7111192773","https://openalex.org/W4394849811","https://openalex.org/W3091436593","https://openalex.org/W4402156268","https://openalex.org/W3131500902","https://openalex.org/W3043715968","https://openalex.org/W4205093761"],"abstract_inverted_index":{"Federated":[0],"learning":[1],"learns":[2],"a":[3,36,72,114],"collaborative":[4],"model":[5],"by":[6],"aggregating":[7],"locally-computed":[8],"updates":[9],"from":[10,28,141],"mobile":[11,42,51,115,142],"devices":[12],"for":[13,147],"privacy":[14],"preservation.":[15],"While":[16],"current":[17],"research":[18],"typically":[19],"prioritizing":[20],"the":[21,50,90,109,139],"minimization":[22],"of":[23,55,82,124],"communication":[24],"overhead,":[25],"we":[26,68,93],"demonstrate":[27],"an":[29],"empirical":[30],"study,":[31],"that":[32],"computation":[33,83],"heterogeneity":[34],"is":[35,47,103],"more":[37],"pronounced":[38],"bottleneck":[39],"on":[40,89,113],"battery-powered":[41],"devices.":[43],"Moreover,":[44],"if":[45],"class":[46],"unbalanced":[48],"among":[49],"devices,":[52],"inappropriate":[53],"selection":[54],"participants":[56],"may":[57],"adversely":[58],"cause":[59],"gradient":[60],"divergence":[61],"and":[62,78,85,97,144],"accuracy":[63,86,134],"loss.":[64,87,135],"In":[65],"this":[66],"paper,":[67],"utilize":[69],"data":[70,102],"as":[71],"tunable":[73],"knob":[74],"to":[75],"schedule":[76],"training":[77],"achieve":[79,129],"near-optimal":[80],"solutions":[81],"time":[84],"Based":[88],"offline":[91],"profiling,":[92],"formulate":[94],"optimization":[95,110],"problems":[96],"propose":[98],"polynomial-time":[99],"algorithms":[100,128],"when":[101],"class-balanced":[104],"or":[105],"unbalanced.":[106],"We":[107],"evaluate":[108],"framework":[111],"extensively":[112],"testbed":[116],"with":[117,121,132],"two":[118],"datasets.":[119],"Compared":[120],"common":[122],"benchmarks":[123],"federated":[125,148],"learning,":[126],"our":[127],"210\u00d7":[130],"speedups":[131],"negligible":[133],"They":[136],"also":[137],"mitigate":[138],"impact":[140],"stragglers":[143],"improve":[145],"parallelism":[146],"learning.":[149]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":1}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2020-07-23T00:00:00"}
