{"id":"https://openalex.org/W4322731399","doi":"https://doi.org/10.1109/tvt.2023.3250963","title":"Regularization Strategy Aided Robust Unsupervised Learning for Wireless Resource Allocation","display_name":"Regularization Strategy Aided Robust Unsupervised Learning for Wireless Resource Allocation","publication_year":2023,"publication_date":"2023-03-01","ids":{"openalex":"https://openalex.org/W4322731399","doi":"https://doi.org/10.1109/tvt.2023.3250963"},"language":"en","primary_location":{"id":"doi:10.1109/tvt.2023.3250963","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvt.2023.3250963","pdf_url":null,"source":{"id":"https://openalex.org/S10936095","display_name":"IEEE Transactions on Vehicular Technology","issn_l":"0018-9545","issn":["0018-9545","1939-9359"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Vehicular Technology","raw_type":"journal-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/A5102010856","display_name":"Hao Huang","orcid":"https://orcid.org/0000-0002-6729-1987"},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hao Huang","raw_affiliation_strings":["College of Telecommunications and Information Engineering, Nanjing University of Posts and Telecommunications, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"College of Telecommunications and Information Engineering, Nanjing University of Posts and Telecommunications, Nanjing, China","institution_ids":["https://openalex.org/I41198531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100778980","display_name":"Yun Lin","orcid":"https://orcid.org/0000-0002-4002-1282"},"institutions":[{"id":"https://openalex.org/I151727225","display_name":"Harbin Engineering University","ror":"https://ror.org/03x80pn82","country_code":"CN","type":"education","lineage":["https://openalex.org/I151727225"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yun Lin","raw_affiliation_strings":["College of Information and Communication Engineering, Harbin Engineering University, Harbin, China"],"affiliations":[{"raw_affiliation_string":"College of Information and Communication Engineering, Harbin Engineering University, Harbin, China","institution_ids":["https://openalex.org/I151727225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027367677","display_name":"Guan Gui","orcid":"https://orcid.org/0000-0003-3888-2881"},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guan Gui","raw_affiliation_strings":["College of Telecommunications and Information Engineering, Nanjing University of Posts and Telecommunications, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"College of Telecommunications and Information Engineering, Nanjing University of Posts and Telecommunications, Nanjing, China","institution_ids":["https://openalex.org/I41198531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026448728","display_name":"Haris Gacanin","orcid":"https://orcid.org/0000-0003-3168-8883"},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Haris Gacanin","raw_affiliation_strings":["Faculty of Electrical Engineering and Information Technology, RWTH Aachen University, Aachen, Germany"],"affiliations":[{"raw_affiliation_string":"Faculty of Electrical Engineering and Information Technology, RWTH Aachen University, Aachen, Germany","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087599025","display_name":"Hikmet Sari","orcid":"https://orcid.org/0000-0001-8114-6164"},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hikmet Sari","raw_affiliation_strings":["College of Telecommunications and Information Engineering, Nanjing University of Posts and Telecommunications, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"College of Telecommunications and Information Engineering, Nanjing University of Posts and Telecommunications, Nanjing, China","institution_ids":["https://openalex.org/I41198531"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011281064","display_name":"Fumiyuki Adachi","orcid":"https://orcid.org/0000-0002-5416-0718"},"institutions":[{"id":"https://openalex.org/I201537933","display_name":"Tohoku University","ror":"https://ror.org/01dq60k83","country_code":"JP","type":"education","lineage":["https://openalex.org/I201537933"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Fumiyuki Adachi","raw_affiliation_strings":["International Research Institute of Disaster Science (IRIDeS), Tohoku University, Sendai, Japan"],"affiliations":[{"raw_affiliation_string":"International Research Institute of Disaster Science (IRIDeS), Tohoku University, Sendai, Japan","institution_ids":["https://openalex.org/I201537933"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5102010856"],"corresponding_institution_ids":["https://openalex.org/I41198531"],"apc_list":null,"apc_paid":null,"fwci":1.6066,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.82910024,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"72","issue":"7","first_page":"9647","last_page":"9652"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10326","display_name":"Indoor and Outdoor Localization Technologies","score":1.0,"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/T10326","display_name":"Indoor and Outdoor Localization Technologies","score":1.0,"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/T10860","display_name":"Speech and Audio Processing","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10080","display_name":"Energy Efficient Wireless Sensor Networks","score":0.9952999949455261,"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/mathematical-optimization","display_name":"Mathematical optimization","score":0.7187592387199402},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6758671998977661},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6076124906539917},{"id":"https://openalex.org/keywords/augmented-lagrangian-method","display_name":"Augmented Lagrangian method","score":0.4862145483493805},{"id":"https://openalex.org/keywords/penalty-method","display_name":"Penalty method","score":0.459617555141449},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.45637524127960205},{"id":"https://openalex.org/keywords/regularization","display_name":"Regularization (linguistics)","score":0.4533396065235138},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.4283581078052521},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.41364115476608276},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3586840331554413},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.22693336009979248}],"concepts":[{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.7187592387199402},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6758671998977661},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6076124906539917},{"id":"https://openalex.org/C150452318","wikidata":"https://www.wikidata.org/wiki/Q4820432","display_name":"Augmented Lagrangian method","level":2,"score":0.4862145483493805},{"id":"https://openalex.org/C6180225","wikidata":"https://www.wikidata.org/wiki/Q3411771","display_name":"Penalty method","level":2,"score":0.459617555141449},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.45637524127960205},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.4533396065235138},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.4283581078052521},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.41364115476608276},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3586840331554413},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.22693336009979248},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","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/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tvt.2023.3250963","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvt.2023.3250963","pdf_url":null,"source":{"id":"https://openalex.org/S10936095","display_name":"IEEE Transactions on Vehicular Technology","issn_l":"0018-9545","issn":["0018-9545","1939-9359"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Vehicular Technology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4595998100","display_name":null,"funder_award_id":"BE2020084-5","funder_id":"https://openalex.org/F4320327777","funder_display_name":"Jiangsu Provincial Key Research and Development Program"}],"funders":[{"id":"https://openalex.org/F4320327777","display_name":"Jiangsu Provincial Key Research and Development Program","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W1987995897","https://openalex.org/W2616867685","https://openalex.org/W2740817166","https://openalex.org/W2883094398","https://openalex.org/W2886374543","https://openalex.org/W2963000651","https://openalex.org/W2966968590","https://openalex.org/W2970812293","https://openalex.org/W2998578058","https://openalex.org/W3004263011","https://openalex.org/W3008924632","https://openalex.org/W3012520197","https://openalex.org/W3016146955","https://openalex.org/W3023749864","https://openalex.org/W3102027520","https://openalex.org/W3172159586","https://openalex.org/W3192135877","https://openalex.org/W3212260081","https://openalex.org/W3213072008","https://openalex.org/W4200389479","https://openalex.org/W4205159087","https://openalex.org/W4210330418","https://openalex.org/W4221140616","https://openalex.org/W4254315244","https://openalex.org/W4280573907","https://openalex.org/W4285306829","https://openalex.org/W6767160061"],"related_works":["https://openalex.org/W4313189992","https://openalex.org/W2615021531","https://openalex.org/W1903454366","https://openalex.org/W1788398095","https://openalex.org/W2076134677","https://openalex.org/W1989415423","https://openalex.org/W1948655259","https://openalex.org/W3105202832","https://openalex.org/W59247221","https://openalex.org/W2030310352"],"abstract_inverted_index":{"Unsupervised":[0],"learning":[1,36,46,107,119,129,148],"(UL)":[2],"is":[3,162],"widely":[4,41],"used":[5],"in":[6],"the":[7,44,49,54,71,74,82,86,90,104,110,124,127,134,144,151,165,169,174,189,207,212],"wireless":[8,27,170],"resource":[9,28],"allocation":[10,29],"problems":[11,30],"due":[12],"to":[13,81,122,142,179,182,196,204],"its":[14,184],"lower":[15],"computational":[16],"complexity":[17],"and":[18,59,114,217],"better":[19],"performance":[20],"compared":[21],"with":[22,109],"traditional":[23],"optimization":[24,171,199],"algorithms.":[25],"Since":[26],"usually":[31],"have":[32],"several":[33],"constraints,":[34],"primal-dual":[35,45,128,147],"based":[37,130],"UL":[38,131],"framework":[39,121],"are":[40],"adopted.":[42],"However,":[43],"approach":[47],"has":[48],"problem":[50,172,200],"of":[51,73,92,126,146,153,168,214],"oscillation":[52],"around":[53],"constraint":[55,64,154,215],"threshold":[56],"while":[57,156],"training":[58,94,221],"there":[60],"may":[61],"be":[62,79,97,177],"serious":[63],"violations":[65,155],"when":[66],"deployment.":[67],"In":[68,99,133,188],"addition,":[69],"although":[70],"output":[72],"neural":[75],"network":[76],"can":[77,176,210,218],"also":[78,219],"restricted":[80],"feasible":[83],"region":[84],"by":[85,149],"penalty":[87,111,160],"function":[88,112,167],"method,":[89],"optimality":[91],"such":[93],"methods":[95],"cannot":[96],"guaranteed.":[98],"this":[100],"article,":[101],"we":[102,138,191],"combine":[103],"primal":[105],"dual":[106],"method":[108,113],"propose":[115],"a":[116,193],"regularized":[117],"unsupervised":[118],"(RUL)":[120],"enhance":[123],"robustness":[125,145,213],"framework.":[132],"proposed":[135,208],"RUL":[136,209],"framework,":[137],"use":[139],"regularization":[140],"techniques":[141],"improve":[143,211],"reducing":[150],"risk":[152],"training.":[157],"A":[158],"quadratic":[159],"term":[161],"introduced":[163],"into":[164],"Lagrangian":[166,186],"where":[173],"constraints":[175,181],"equivalent":[178],"equality":[180],"form":[183],"augmented":[185],"function.":[187],"simulation,":[190],"give":[192],"simple":[194],"point":[195,197],"power":[198],"as":[201],"an":[202],"example":[203],"show":[205],"that":[206],"convergence,":[216],"accelerate":[220],"speed.":[222]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
