{"id":"https://openalex.org/W4405490808","doi":"https://doi.org/10.1109/iccspa61559.2024.10794254","title":"Enabling Efficient Federated Learning via Ternary Quantization over Fading Channels","display_name":"Enabling Efficient Federated Learning via Ternary Quantization over Fading Channels","publication_year":2024,"publication_date":"2024-07-08","ids":{"openalex":"https://openalex.org/W4405490808","doi":"https://doi.org/10.1109/iccspa61559.2024.10794254"},"language":"en","primary_location":{"id":"doi:10.1109/iccspa61559.2024.10794254","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccspa61559.2024.10794254","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 6th International Conference on Communications, Signal Processing, and their Applications (ICCSPA)","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/A5115513803","display_name":"Ada Irem Pekdemir","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":"Ada Irem Pekdemir","raw_affiliation_strings":["Istanbul Technical University, Electronics and Communication Engineering,Istanbul,Turkey"],"affiliations":[{"raw_affiliation_string":"Istanbul Technical University, Electronics and Communication Engineering,Istanbul,Turkey","institution_ids":["https://openalex.org/I48912391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030136088","display_name":"Ferkan Y\u0131lmaz","orcid":"https://orcid.org/0000-0001-6502-8280"},"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":"Ferkan Yilmaz","raw_affiliation_strings":["Istanbul Technical University, Electronics and Communication Engineering,Istanbul,Turkey"],"affiliations":[{"raw_affiliation_string":"Istanbul Technical University, Electronics and Communication Engineering,Istanbul,Turkey","institution_ids":["https://openalex.org/I48912391"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053539115","display_name":"Hakan Ali \u00c7\u0131rpan","orcid":"https://orcid.org/0000-0002-3591-6567"},"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":"Hakan Ali \u00c7\u0131rpan","raw_affiliation_strings":["Istanbul Technical University, Electronics and Communication Engineering,Istanbul,Turkey"],"affiliations":[{"raw_affiliation_string":"Istanbul Technical University, Electronics and Communication Engineering,Istanbul,Turkey","institution_ids":["https://openalex.org/I48912391"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5115513803"],"corresponding_institution_ids":["https://openalex.org/I48912391"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.21224362,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10964","display_name":"Wireless Communication Security Techniques","score":0.9955000281333923,"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"}},"topics":[{"id":"https://openalex.org/T10964","display_name":"Wireless Communication Security Techniques","score":0.9955000281333923,"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/T10796","display_name":"Cooperative Communication and Network Coding","score":0.9923999905586243,"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":0.9882000088691711,"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/fading","display_name":"Fading","score":0.8266903758049011},{"id":"https://openalex.org/keywords/ternary-operation","display_name":"Ternary operation","score":0.7050001621246338},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6938636302947998},{"id":"https://openalex.org/keywords/quantization","display_name":"Quantization (signal processing)","score":0.5935901403427124},{"id":"https://openalex.org/keywords/federated-learning","display_name":"Federated learning","score":0.5111516118049622},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.2747346758842468},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.22519075870513916},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.22025972604751587},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.21656566858291626}],"concepts":[{"id":"https://openalex.org/C81978471","wikidata":"https://www.wikidata.org/wiki/Q1196572","display_name":"Fading","level":3,"score":0.8266903758049011},{"id":"https://openalex.org/C64452783","wikidata":"https://www.wikidata.org/wiki/Q1524945","display_name":"Ternary operation","level":2,"score":0.7050001621246338},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6938636302947998},{"id":"https://openalex.org/C28855332","wikidata":"https://www.wikidata.org/wiki/Q198099","display_name":"Quantization (signal processing)","level":2,"score":0.5935901403427124},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.5111516118049622},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.2747346758842468},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.22519075870513916},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.22025972604751587},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.21656566858291626},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/iccspa61559.2024.10794254","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccspa61559.2024.10794254","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 6th International Conference on Communications, Signal Processing, and their Applications (ICCSPA)","raw_type":"proceedings-article"},{"id":"pmh:oai:polen.itu.edu.tr:11527/67554","is_oa":false,"landing_page_url":"https://hdl.handle.net/11527/67554","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":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W1991570247","https://openalex.org/W2007339694","https://openalex.org/W3006919779","https://openalex.org/W3015901293","https://openalex.org/W3021654819","https://openalex.org/W3033664100","https://openalex.org/W3118874133","https://openalex.org/W3140901263","https://openalex.org/W3196370796","https://openalex.org/W3217610115","https://openalex.org/W4297383547","https://openalex.org/W4320018486","https://openalex.org/W4375869345","https://openalex.org/W4385569560","https://openalex.org/W6746200960","https://openalex.org/W6768511045"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2327053383","https://openalex.org/W2356834760","https://openalex.org/W1964600846","https://openalex.org/W2127563499","https://openalex.org/W2120897947","https://openalex.org/W2030191005","https://openalex.org/W3176937389"],"abstract_inverted_index":{"Federated":[0],"Learning":[1],"(FL)":[2],"performance":[3,186],"degrades":[4],"when":[5],"noise":[6,63,145],"and":[7,11,16,47,55,71,82,103,146,160],"fading":[8,67],"affect":[9],"uplink":[10,70],"downlink":[12,72],"transmissions":[13],"between":[14],"users":[15],"the":[17,28,118,140,154],"Fusion":[18],"Center":[19],"(FC).":[20],"This":[21,176],"research":[22],"addresses":[23],"a":[24,42,56,131,161],"gap":[25],"by":[26],"investigating":[27],"impact":[29],"of":[30,134,156],"these":[31,172],"channel":[32,64,147,174],"effects":[33],"on":[34],"global":[35,119],"machine":[36],"learning":[37],"(ML)":[38],"models.":[39,93],"We":[40,59],"propose":[41],"method":[43],"to":[44,89,143,150,167,181],"improve":[45],"communication":[46],"computation":[48],"efficiency":[49],"in":[50,68],"FL":[51,179],"using":[52],"ternary":[53,158],"quantization":[54],"doping":[57,108,132,163],"ratio.":[58],"simulate":[60],"an":[61],"additive":[62,144],"with":[65,79,100,117],"Rayleigh":[66],"both":[69],"transmissions.":[73],"Two":[74],"algorithms,":[75],"Stochastic":[76],"Gradient":[77,83],"Descent":[78,84],"Momentum":[80],"(SGDM)":[81],"Backpropagation":[85],"(GRDBP),":[86],"are":[87,97],"used":[88],"train":[90],"local":[91,114],"ML":[92,94,115,120],"model":[95,116,121],"parameters":[96],"then":[98],"quantized":[99],"three":[101],"values":[102],"power-adjusted":[104],"before":[105],"transmission.":[106],"The":[107],"ratio":[109,133,164],"explores":[110],"how":[111],"combining":[112],"user's":[113],"at":[122],"different":[123],"ratios":[124],"affects":[125],"re-learning.":[126],"Our":[127],"simulations":[128],"show":[129],"that":[130],"0.5":[135],"or":[136],"higher":[137,151],"significantly":[138],"improves":[139],"system's":[141],"resistance":[142],"fading,":[148],"leading":[149],"accuracy.":[152],"Further,":[153],"combination":[155],"GRDBP,":[157],"quantization,":[159],"high":[162],"is":[165],"shown":[166],"be":[168],"particularly":[169],"effective":[170],"under":[171],"challenging":[173],"conditions.":[175],"technique":[177],"enables":[178],"systems":[180],"achieve":[182],"faster,":[183],"more":[184],"accurate":[185],"while":[187],"maintaining":[188],"user":[189],"data":[190],"privacy.":[191]},"counts_by_year":[],"updated_date":"2026-03-06T13:50:29.536080","created_date":"2025-10-10T00:00:00"}
