{"id":"https://openalex.org/W3121362365","doi":"https://doi.org/10.1109/access.2022.3171666","title":"Distributed Learning Over Markovian Fading Channels for Stable Spectrum Access","display_name":"Distributed Learning Over Markovian Fading Channels for Stable Spectrum Access","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W3121362365","doi":"https://doi.org/10.1109/access.2022.3171666","mag":"3121362365"},"language":"en","primary_location":{"id":"doi:10.1109/access.2022.3171666","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3171666","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09765978.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09765978.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5077036467","display_name":"Tomer Gafni","orcid":"https://orcid.org/0000-0002-5906-1428"},"institutions":[{"id":"https://openalex.org/I124227911","display_name":"Ben-Gurion University of the Negev","ror":"https://ror.org/05tkyf982","country_code":"IL","type":"education","lineage":["https://openalex.org/I124227911"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Tomer Gafni","raw_affiliation_strings":["School of Electrical and Computer Engineering, Ben-Gurion University of the Negev, Be’er Sheva, Israel","School of Electrical and Computer Engineering, Ben-Gurion University of the Negev, Beer Sheva 8410501 Israel"],"raw_orcid":"https://orcid.org/0000-0002-5906-1428","affiliations":[{"raw_affiliation_string":"School of Electrical and Computer Engineering, Ben-Gurion University of the Negev, Be’er Sheva, Israel","institution_ids":["https://openalex.org/I124227911"]},{"raw_affiliation_string":"School of Electrical and Computer Engineering, Ben-Gurion University of the Negev, Beer Sheva 8410501 Israel","institution_ids":["https://openalex.org/I124227911"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066085947","display_name":"Kobi Cohen","orcid":"https://orcid.org/0000-0003-0532-009X"},"institutions":[{"id":"https://openalex.org/I124227911","display_name":"Ben-Gurion University of the Negev","ror":"https://ror.org/05tkyf982","country_code":"IL","type":"education","lineage":["https://openalex.org/I124227911"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Kobi Cohen","raw_affiliation_strings":["School of Electrical and Computer Engineering, Ben-Gurion University of the Negev, Be’er Sheva, Israel","School of Electrical and Computer Engineering, Ben-Gurion University of the Negev, Beer Sheva 8410501 Israel"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Computer Engineering, Ben-Gurion University of the Negev, Be’er Sheva, Israel","institution_ids":["https://openalex.org/I124227911"]},{"raw_affiliation_string":"School of Electrical and Computer Engineering, Ben-Gurion University of the Negev, Beer Sheva 8410501 Israel","institution_ids":["https://openalex.org/I124227911"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":1.9389,"has_fulltext":true,"cited_by_count":23,"citation_normalized_percentile":{"value":0.85457018,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"10","issue":null,"first_page":"46652","last_page":"46669"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9998000264167786,"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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9998000264167786,"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/T11409","display_name":"Advanced Wireless Network Optimization","score":0.9997000098228455,"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/T10579","display_name":"Cognitive Radio Networks and Spectrum Sensing","score":0.9995999932289124,"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/fading","display_name":"Fading","score":0.8353036642074585},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7123443484306335},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.6659470796585083},{"id":"https://openalex.org/keywords/spectrum","display_name":"Spectrum (functional analysis)","score":0.4984407424926758},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.49138012528419495},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3387618958950043},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.33218914270401},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.26633328199386597},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12889829277992249},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.1193423867225647}],"concepts":[{"id":"https://openalex.org/C81978471","wikidata":"https://www.wikidata.org/wiki/Q1196572","display_name":"Fading","level":3,"score":0.8353036642074585},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7123443484306335},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.6659470796585083},{"id":"https://openalex.org/C156778621","wikidata":"https://www.wikidata.org/wiki/Q1365748","display_name":"Spectrum (functional analysis)","level":2,"score":0.4984407424926758},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.49138012528419495},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3387618958950043},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.33218914270401},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.26633328199386597},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12889829277992249},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.1193423867225647},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2022.3171666","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3171666","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09765978.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:ec0a08443053403396b386d7cddffd51","is_oa":false,"landing_page_url":"https://doaj.org/article/ec0a08443053403396b386d7cddffd51","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 10, Pp 46652-46669 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2022.3171666","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3171666","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09765978.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5755329095","display_name":null,"funder_award_id":"2640/20","funder_id":"https://openalex.org/F4320322252","funder_display_name":"Israel Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320322252","display_name":"Israel Science Foundation","ror":"https://ror.org/04sazxf24"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3121362365.pdf","grobid_xml":"https://content.openalex.org/works/W3121362365.grobid-xml"},"referenced_works_count":70,"referenced_works":["https://openalex.org/W1751431909","https://openalex.org/W1905635701","https://openalex.org/W1966552195","https://openalex.org/W1981218270","https://openalex.org/W1985380836","https://openalex.org/W1993012830","https://openalex.org/W2009070933","https://openalex.org/W2017655581","https://openalex.org/W2061641373","https://openalex.org/W2077667058","https://openalex.org/W2077902449","https://openalex.org/W2084205206","https://openalex.org/W2096100179","https://openalex.org/W2103412292","https://openalex.org/W2105556121","https://openalex.org/W2119683335","https://openalex.org/W2125724988","https://openalex.org/W2131431638","https://openalex.org/W2139518987","https://openalex.org/W2142340436","https://openalex.org/W2150328967","https://openalex.org/W2153620960","https://openalex.org/W2156764784","https://openalex.org/W2161354444","https://openalex.org/W2164423622","https://openalex.org/W2164599584","https://openalex.org/W2168405694","https://openalex.org/W2170603511","https://openalex.org/W2552178850","https://openalex.org/W2612336410","https://openalex.org/W2624756160","https://openalex.org/W2745534212","https://openalex.org/W2765574662","https://openalex.org/W2783251003","https://openalex.org/W2886549473","https://openalex.org/W2898754723","https://openalex.org/W2911313229","https://openalex.org/W2912712349","https://openalex.org/W2948647439","https://openalex.org/W2952233008","https://openalex.org/W2962677764","https://openalex.org/W2963192951","https://openalex.org/W2964146343","https://openalex.org/W2964245734","https://openalex.org/W2969343398","https://openalex.org/W2970507331","https://openalex.org/W2981745765","https://openalex.org/W2991151500","https://openalex.org/W2992659141","https://openalex.org/W2999204576","https://openalex.org/W3020511797","https://openalex.org/W3035982503","https://openalex.org/W3088234149","https://openalex.org/W3097585655","https://openalex.org/W3102381603","https://openalex.org/W3106076238","https://openalex.org/W3106078928","https://openalex.org/W3111277265","https://openalex.org/W3121738021","https://openalex.org/W3121876324","https://openalex.org/W3126275110","https://openalex.org/W3128060803","https://openalex.org/W3136810057","https://openalex.org/W3195194051","https://openalex.org/W3210212010","https://openalex.org/W4232620022","https://openalex.org/W6713615444","https://openalex.org/W6754620478","https://openalex.org/W6763208673","https://openalex.org/W6788803454"],"related_works":["https://openalex.org/W2327053383","https://openalex.org/W2356834760","https://openalex.org/W1964600846","https://openalex.org/W2127563499","https://openalex.org/W2030191005","https://openalex.org/W1865172210","https://openalex.org/W2027568561","https://openalex.org/W2790025453","https://openalex.org/W1521521035","https://openalex.org/W2047516065"],"abstract_inverted_index":{"We":[0,119,154,198],"consider":[1,77],"the":[2,25,67,121,126,152,161,166,170,178,191,195,206],"problem":[3],"of":[4,41,59,101,194,211],"multi-user":[5],"spectrum":[6],"access":[7,24],"in":[8,62,109,136,172,209],"wireless":[9,138],"networks.":[10],"The":[11,39],"bandwidth":[12],"is":[13,44,130],"divided":[14],"into":[15],"K":[16],"orthogonal":[17],"channels,":[18],"and":[19,81,140,165,216],"M":[20],"users":[21],"aim":[22],"to":[23,103,113,132,150,160,177],"spectrum.":[26],"Each":[27],"user":[28],"chooses":[29],"a":[30,47,56,78,88,98,106,110,115,142,183],"single":[31],"channel":[32,43,65,86,107],"for":[33,71,92],"transmission":[34],"at":[35],"each":[36,42,64,85,93],"time":[37],"slot.":[38],"state":[40],"modeled":[45],"by":[46],"restless":[48],"unknown":[49],"Markovian":[50],"process.":[51],"Previous":[52],"studies":[53],"have":[54],"analyzed":[55],"special":[57],"case":[58],"this":[60],"setting,":[61],"which":[63,129],"yields":[66,87],"same":[68],"expected":[69,90],"rate":[70,91,124,174],"all":[72],"users.":[73],"By":[74],"contrast,":[75],"we":[76],"more":[79],"general":[80],"practical":[82],"model,":[83],"where":[84],"different":[89],"user.":[94],"This":[95],"model":[96],"adds":[97],"significant":[99,203],"challenge":[100],"how":[102],"efficiently":[104],"learn":[105],"allocation":[108],"distributed":[111],"manner":[112],"yield":[114,133],"global":[116],"system-wide":[117],"objective.":[118,153],"adopt":[120],"stable":[122,162,179],"matching":[123,163,180],"as":[125,169],"system":[127],"objective,":[128],"known":[131],"strong":[134,192],"performance":[135,193],"multichannel":[137],"networks,":[139],"develop":[141],"novel":[143],"Distributed":[144],"Stable":[145],"Strategy":[146],"Learning":[147],"(DSSL)":[148],"algorithm":[149],"achieve":[151],"prove":[155],"theoretically":[156],"that":[157,200],"DSSL":[158,196,201],"converges":[159],"allocation,":[164],"regret,":[167],"defined":[168],"loss":[171],"total":[173],"with":[175,186],"respect":[176],"solution,":[181],"has":[182,202],"logarithmic":[184],"order":[185],"time.":[187],"Simulation":[188],"results":[189],"demonstrate":[190],"algorithm.":[197],"show":[199],"advantages":[204],"over":[205],"state-of-the-art":[207],"methods":[208],"terms":[210],"implementation":[212],"complexity,":[213],"convergence":[214],"speed,":[215],"network":[217],"churn":[218],"conditions.":[219]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}