{"id":"https://openalex.org/W4206679649","doi":"https://doi.org/10.1109/dyspan53946.2021.9677285","title":"Unveiling the Wireless Network Limitations in Federated Learning","display_name":"Unveiling the Wireless Network Limitations in Federated Learning","publication_year":2021,"publication_date":"2021-12-13","ids":{"openalex":"https://openalex.org/W4206679649","doi":"https://doi.org/10.1109/dyspan53946.2021.9677285"},"language":"en","primary_location":{"id":"doi:10.1109/dyspan53946.2021.9677285","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dyspan53946.2021.9677285","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Symposium on Dynamic Spectrum Access Networks (DySPAN)","raw_type":"proceedings-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/A5043300565","display_name":"Mumtaz Cem Eris","orcid":null},"institutions":[{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Mumtaz Cem Eris","raw_affiliation_strings":["Department of Computer Engineering, Faculty of Computer and Informatics Engineering, Istanbul Technical University, Istanbul, Turkey"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Faculty of Computer and Informatics Engineering, Istanbul Technical University, Istanbul, Turkey","institution_ids":["https://openalex.org/I48912391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003131477","display_name":"Burak Kantarc\u0131","orcid":"https://orcid.org/0000-0003-0220-7956"},"institutions":[{"id":"https://openalex.org/I153718931","display_name":"University of Ottawa","ror":"https://ror.org/03c4mmv16","country_code":"CA","type":"education","lineage":["https://openalex.org/I153718931"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Burak Kantarci","raw_affiliation_strings":["School of Electrical Engineering and Computer Science, University of Ottawa, Ottawa, ON, Canada"],"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computer Science, University of Ottawa, Ottawa, ON, Canada","institution_ids":["https://openalex.org/I153718931"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045789655","display_name":"Sema Oktu\u011f","orcid":"https://orcid.org/0000-0002-0532-2733"},"institutions":[{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Sema Oktug","raw_affiliation_strings":["Department of Computer Engineering, Faculty of Computer and Informatics Engineering, Istanbul Technical University, Istanbul, Turkey"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Faculty of Computer and Informatics Engineering, Istanbul Technical University, Istanbul, Turkey","institution_ids":["https://openalex.org/I48912391"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5043300565"],"corresponding_institution_ids":["https://openalex.org/I48912391"],"apc_list":null,"apc_paid":null,"fwci":0.1399,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.5914965,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"262","last_page":"267"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":1.0,"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":1.0,"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":0.9975000023841858,"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/T12879","display_name":"Distributed Sensor Networks and Detection Algorithms","score":0.9947999715805054,"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":0.8109071850776672},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.6605682969093323},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.5904383659362793},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.5853400230407715},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.5299264788627625},{"id":"https://openalex.org/keywords/federated-learning","display_name":"Federated learning","score":0.5064376592636108},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.4998319149017334},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.4858846068382263},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.44550976157188416},{"id":"https://openalex.org/keywords/point","display_name":"Point (geometry)","score":0.44067656993865967},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3727649450302124},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.27872151136398315},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.24083733558654785}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8109071850776672},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.6605682969093323},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.5904383659362793},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.5853400230407715},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.5299264788627625},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.5064376592636108},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.4998319149017334},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.4858846068382263},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.44550976157188416},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.44067656993865967},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3727649450302124},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.27872151136398315},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.24083733558654785},{"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/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"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/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","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},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/dyspan53946.2021.9677285","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dyspan53946.2021.9677285","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Symposium on Dynamic Spectrum Access Networks (DySPAN)","raw_type":"proceedings-article"},{"id":"pmh:oai:polen.itu.edu.tr:11527/25272","is_oa":false,"landing_page_url":"http://hdl.handle.net/11527/25272","pdf_url":null,"source":{"id":"https://openalex.org/S4306400460","display_name":"Istanbul Technical University Academic Open Archive (Istanbul Technical University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I48912391","host_organization_name":"Istanbul Technical University","host_organization_lineage":["https://openalex.org/I48912391"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Master Thesis"},{"id":"pmh:oai:polen.itu.edu.tr:11527/69696","is_oa":false,"landing_page_url":"https://hdl.handle.net/11527/69696","pdf_url":null,"source":{"id":"https://openalex.org/S4306400460","display_name":"Istanbul Technical University Academic Open Archive (Istanbul Technical University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I48912391","host_organization_name":"Istanbul Technical University","host_organization_lineage":["https://openalex.org/I48912391"],"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":"Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W170020907","https://openalex.org/W2112796928","https://openalex.org/W2535838896","https://openalex.org/W2798720628","https://openalex.org/W2962788286","https://openalex.org/W2962804345","https://openalex.org/W2963318081","https://openalex.org/W2965871883","https://openalex.org/W2979359324","https://openalex.org/W2997853417","https://openalex.org/W3009832083","https://openalex.org/W3015613093","https://openalex.org/W3043758338","https://openalex.org/W3045721567","https://openalex.org/W3089847366","https://openalex.org/W3090615085","https://openalex.org/W3097060730","https://openalex.org/W3105122387","https://openalex.org/W3177095755","https://openalex.org/W3188011552","https://openalex.org/W3192649393","https://openalex.org/W3196513864","https://openalex.org/W4297687186","https://openalex.org/W4318619660","https://openalex.org/W6728757088"],"related_works":["https://openalex.org/W4313339048","https://openalex.org/W4386004629","https://openalex.org/W3176734149","https://openalex.org/W3201779876","https://openalex.org/W3113627641","https://openalex.org/W2918879532","https://openalex.org/W2885461866","https://openalex.org/W2901937988","https://openalex.org/W4320067866","https://openalex.org/W3162654428"],"abstract_inverted_index":{"With":[0],"the":[1,34,48,51,55,58,69,82,93,104,109],"advent":[2],"of":[3,50,57],"5G":[4],"and":[5],"beyond":[6],"(5GB)":[7],"communications,":[8],"decentralized":[9],"Machine":[10],"Learning":[11],"models":[12],"in":[13,28,108],"various":[14],"5GB":[15],"use":[16],"cases":[17],"have":[18],"become":[19],"critical.":[20],"However,":[21],"wireless":[22],"network":[23,84],"settings":[24],"are":[25,33,61],"often":[26],"overlooked":[27],"federated":[29,59],"learning":[30,60],"although":[31],"they":[32],"crucial":[35],"factors":[36],"for":[37],"edge":[38],"devices":[39],"to":[40,77],"send":[41],"their":[42],"gradient":[43],"updates.":[44],"In":[45],"this":[46],"paper,":[47],"consequences":[49],"background":[52,83,94],"traffic":[53,85,95],"on":[54],"performance":[56],"evaluated":[62],"profoundly.":[63],"Simulation":[64],"results":[65],"point":[66],"out":[67],"that":[68,92],"convergence":[70],"is":[71,86,90],"delayed":[72],"by":[73,106],"60":[74],"communication":[75,112],"rounds":[76],"reach":[78],"0.9":[79],"accuracy":[80,105],"when":[81],"dense.":[87],"Moreover,":[88],"it":[89],"observed":[91],"with":[96],"packet":[97],"interarrival":[98],"time":[99],"below":[100],"400":[101],"ms":[102],"reduce":[103],"half":[107],"first":[110],"30":[111],"rounds.":[113]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}