{"id":"https://openalex.org/W3158454383","doi":"https://doi.org/10.1109/iccworkshops50388.2021.9473806","title":"Threshold-Based Data Exclusion Approach for Energy-Efficient Federated Edge Learning","display_name":"Threshold-Based Data Exclusion Approach for Energy-Efficient Federated Edge Learning","publication_year":2021,"publication_date":"2021-06-01","ids":{"openalex":"https://openalex.org/W3158454383","doi":"https://doi.org/10.1109/iccworkshops50388.2021.9473806","mag":"3158454383"},"language":"en","primary_location":{"id":"doi:10.1109/iccworkshops50388.2021.9473806","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccworkshops50388.2021.9473806","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Communications Workshops (ICC Workshops)","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2104.05509","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5048768303","display_name":"Abdullatif Albaseer","orcid":"https://orcid.org/0000-0002-6886-6500"},"institutions":[{"id":"https://openalex.org/I4210144839","display_name":"Hamad bin Khalifa University","ror":"https://ror.org/03eyq4y97","country_code":"QA","type":"education","lineage":["https://openalex.org/I4210144839"]}],"countries":["QA"],"is_corresponding":true,"raw_author_name":"Abdullatif Albaseer","raw_affiliation_strings":["Hamad Bin Khalifa University,Division of Information and Computing Technology, College of Science and Engineering,Doha,Qatar","Hamad Bin Khalifa University,Division of Information and Computing Technology,College of Science and Engineering,Doha,Qatar"],"affiliations":[{"raw_affiliation_string":"Hamad Bin Khalifa University,Division of Information and Computing Technology, College of Science and Engineering,Doha,Qatar","institution_ids":["https://openalex.org/I4210144839"]},{"raw_affiliation_string":"Hamad Bin Khalifa University,Division of Information and Computing Technology,College of Science and Engineering,Doha,Qatar","institution_ids":["https://openalex.org/I4210144839"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037234286","display_name":"Mohamed Abdallah","orcid":"https://orcid.org/0000-0002-3261-7588"},"institutions":[{"id":"https://openalex.org/I4210144839","display_name":"Hamad bin Khalifa University","ror":"https://ror.org/03eyq4y97","country_code":"QA","type":"education","lineage":["https://openalex.org/I4210144839"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Mohamed Abdallah","raw_affiliation_strings":["Hamad Bin Khalifa University,Division of Information and Computing Technology, College of Science and Engineering,Doha,Qatar","Hamad Bin Khalifa University,Division of Information and Computing Technology,College of Science and Engineering,Doha,Qatar"],"affiliations":[{"raw_affiliation_string":"Hamad Bin Khalifa University,Division of Information and Computing Technology, College of Science and Engineering,Doha,Qatar","institution_ids":["https://openalex.org/I4210144839"]},{"raw_affiliation_string":"Hamad Bin Khalifa University,Division of Information and Computing Technology,College of Science and Engineering,Doha,Qatar","institution_ids":["https://openalex.org/I4210144839"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008695053","display_name":"Ala Al\u2010Fuqaha","orcid":"https://orcid.org/0000-0002-0903-1204"},"institutions":[{"id":"https://openalex.org/I4210144839","display_name":"Hamad bin Khalifa University","ror":"https://ror.org/03eyq4y97","country_code":"QA","type":"education","lineage":["https://openalex.org/I4210144839"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Ala Al-Fuqaha","raw_affiliation_strings":["Hamad Bin Khalifa University,Division of Information and Computing Technology, College of Science and Engineering,Doha,Qatar","Hamad Bin Khalifa University,Division of Information and Computing Technology,College of Science and Engineering,Doha,Qatar"],"affiliations":[{"raw_affiliation_string":"Hamad Bin Khalifa University,Division of Information and Computing Technology, College of Science and Engineering,Doha,Qatar","institution_ids":["https://openalex.org/I4210144839"]},{"raw_affiliation_string":"Hamad Bin Khalifa University,Division of Information and Computing Technology,College of Science and Engineering,Doha,Qatar","institution_ids":["https://openalex.org/I4210144839"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061831106","display_name":"Aiman Erbad","orcid":"https://orcid.org/0000-0001-7565-5253"},"institutions":[{"id":"https://openalex.org/I4210144839","display_name":"Hamad bin Khalifa University","ror":"https://ror.org/03eyq4y97","country_code":"QA","type":"education","lineage":["https://openalex.org/I4210144839"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Aiman Erbad","raw_affiliation_strings":["Hamad Bin Khalifa University,Division of Information and Computing Technology, College of Science and Engineering,Doha,Qatar","Hamad Bin Khalifa University,Division of Information and Computing Technology,College of Science and Engineering,Doha,Qatar"],"affiliations":[{"raw_affiliation_string":"Hamad Bin Khalifa University,Division of Information and Computing Technology, College of Science and Engineering,Doha,Qatar","institution_ids":["https://openalex.org/I4210144839"]},{"raw_affiliation_string":"Hamad Bin Khalifa University,Division of Information and Computing Technology,College of Science and Engineering,Doha,Qatar","institution_ids":["https://openalex.org/I4210144839"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5048768303"],"corresponding_institution_ids":["https://openalex.org/I4210144839"],"apc_list":null,"apc_paid":null,"fwci":0.98,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.80180072,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9995999932289124,"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":0.9995999932289124,"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":0.9968000054359436,"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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9937000274658203,"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":0.8337677717208862},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.6625229120254517},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.65489661693573},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.633431077003479},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.591877818107605},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.5693268179893494},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.47905027866363525},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.453552782535553},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.43945345282554626},{"id":"https://openalex.org/keywords/efficient-energy-use","display_name":"Efficient energy use","score":0.43325144052505493},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.43121224641799927},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.42969366908073425},{"id":"https://openalex.org/keywords/minification","display_name":"Minification","score":0.41588127613067627},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.41568851470947266},{"id":"https://openalex.org/keywords/maximization","display_name":"Maximization","score":0.41238734126091003},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2349357306957245},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.22905319929122925},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.21760889887809753},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.20494386553764343},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.09405270218849182}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8337677717208862},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.6625229120254517},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.65489661693573},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.633431077003479},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.591877818107605},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.5693268179893494},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.47905027866363525},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.453552782535553},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.43945345282554626},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.43325144052505493},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.43121224641799927},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.42969366908073425},{"id":"https://openalex.org/C147764199","wikidata":"https://www.wikidata.org/wiki/Q6865248","display_name":"Minification","level":2,"score":0.41588127613067627},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.41568851470947266},{"id":"https://openalex.org/C2776330181","wikidata":"https://www.wikidata.org/wiki/Q18358244","display_name":"Maximization","level":2,"score":0.41238734126091003},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2349357306957245},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.22905319929122925},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.21760889887809753},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.20494386553764343},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.09405270218849182},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","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/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"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":4,"locations":[{"id":"doi:10.1109/iccworkshops50388.2021.9473806","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccworkshops50388.2021.9473806","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Communications Workshops (ICC Workshops)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2104.05509","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2104.05509","pdf_url":"https://arxiv.org/pdf/2104.05509","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"mag:3158454383","is_oa":true,"landing_page_url":"https://arxiv.org/pdf/2104.05509v1","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"doi:10.48550/arxiv.2104.05509","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2104.05509","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2104.05509","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2104.05509","pdf_url":"https://arxiv.org/pdf/2104.05509","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.8999999761581421,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320309815","display_name":"Qatar Foundation","ror":"https://ror.org/01cawbq05"},{"id":"https://openalex.org/F4320321038","display_name":"Fonds National de la Recherche Luxembourg","ror":"https://ror.org/039z13y21"},{"id":"https://openalex.org/F4320332753","display_name":"Qatar National Research Fund","ror":"https://ror.org/01svaqq28"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3158454383.pdf","grobid_xml":"https://content.openalex.org/works/W3158454383.grobid-xml"},"referenced_works_count":17,"referenced_works":["https://openalex.org/W2059586807","https://openalex.org/W2798720628","https://openalex.org/W2919115771","https://openalex.org/W2963318081","https://openalex.org/W2969519626","https://openalex.org/W2981138228","https://openalex.org/W2989289980","https://openalex.org/W3004277316","https://openalex.org/W3015312466","https://openalex.org/W3021654819","https://openalex.org/W3045027907","https://openalex.org/W3045832908","https://openalex.org/W6746839373","https://openalex.org/W6757720163","https://openalex.org/W6762486116","https://openalex.org/W6772995181","https://openalex.org/W6774027288"],"related_works":["https://openalex.org/W3178194158","https://openalex.org/W3114717814","https://openalex.org/W3046056026","https://openalex.org/W3210969948","https://openalex.org/W3106861597","https://openalex.org/W3004240240","https://openalex.org/W3102868704","https://openalex.org/W3101798326","https://openalex.org/W2956490995","https://openalex.org/W3045020016","https://openalex.org/W3206114081","https://openalex.org/W2895030362","https://openalex.org/W2962737505","https://openalex.org/W3162613386","https://openalex.org/W2952674893","https://openalex.org/W2982543324","https://openalex.org/W2160289640","https://openalex.org/W3033119331","https://openalex.org/W3015117126","https://openalex.org/W3123738386"],"abstract_inverted_index":{"Federated":[0],"edge":[1,29],"learning":[2,8],"(FEEL)":[3],"is":[4,118],"a":[5,33,39,71,93,111,165],"promising":[6],"distributed":[7],"technique":[9],"for":[10],"next-generation":[11],"wireless":[12],"networks.":[13],"FEEL":[14,50,84,189],"preserves":[15],"the":[16,20,25,46,60,64,102,106,116,131,137,143,148,169,174,187,194],"user's":[17],"privacy,":[18],"reduces":[19,193],"communication":[21,80],"costs,":[22],"and":[23,79,124,136,157],"exploits":[24],"unprecedented":[26],"capabilities":[27],"of":[28,42,176],"devices":[30],"to":[31,59,76,86,129,168,200],"train":[32],"shared":[34],"global":[35],"model":[36,65],"by":[37,198],"leveraging":[38],"massive":[40],"amount":[41],"data":[43],"generated":[44],"at":[45],"network":[47],"edge.":[48],"However,":[49],"might":[51],"significantly":[52],"shorten":[53],"energy-constrained":[54],"participating":[55],"devices'":[56],"lifetime":[57],"due":[58],"power":[61],"consumed":[62,196],"during":[63,83],"training":[66,96],"round.":[67],"This":[68],"paper":[69],"proposes":[70],"novel":[72],"approach":[73],"that":[74,98,104,141,172,182],"endeavors":[75],"minimize":[77,142],"computation":[78,134],"energy":[81,122,145,150,197],"consumption":[82,146],"rounds":[85],"address":[87],"this":[88],"issue.":[89],"First,":[90],"we":[91,163],"introduce":[92,164],"modified":[94],"local":[95,133,158,195],"algorithm":[97,190],"intelligently":[99],"selects":[100],"only":[101],"samples":[103],"enhance":[105],"model's":[107],"quality":[108],"based":[109],"on":[110],"predetermined":[112],"threshold":[113],"probability.":[114],"Then,":[115],"problem":[117,128,171],"formulated":[119,170],"as":[120,191],"joint":[121],"minimization":[123],"resource":[125],"allocation":[126],"optimization":[127],"obtain":[130],"optimal":[132,138],"time":[135,140],"transmission":[139],"total":[144],"considering":[147],"worker's":[149],"budget,":[151],"available":[152],"bandwidth,":[153],"channel":[154],"states,":[155],"beamforming,":[156],"CPU":[159],"speed.":[160],"After":[161],"that,":[162],"tractable":[166],"solution":[167,184],"ensures":[173],"robustness":[175],"FEEL.":[177],"Our":[178],"simulation":[179],"results":[180],"show":[181],"our":[183],"substantially":[185],"outperforms":[186],"baseline":[188],"it":[192],"up":[199],"79%.":[201]},"counts_by_year":[{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":5}],"updated_date":"2026-03-25T13:04:00.132906","created_date":"2025-10-10T00:00:00"}
