{"id":"https://openalex.org/W4398172755","doi":"https://doi.org/10.1109/mwc.012.2300438","title":"Learning from the Best: Active Learning for Wireless Communications","display_name":"Learning from the Best: Active Learning for Wireless Communications","publication_year":2024,"publication_date":"2024-05-21","ids":{"openalex":"https://openalex.org/W4398172755","doi":"https://doi.org/10.1109/mwc.012.2300438"},"language":"en","primary_location":{"id":"doi:10.1109/mwc.012.2300438","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mwc.012.2300438","pdf_url":null,"source":{"id":"https://openalex.org/S146764194","display_name":"IEEE Wireless Communications","issn_l":"1536-1284","issn":["1536-1284","1558-0687"],"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 Wireless Communications","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/A5038366215","display_name":"Nasim Soltani","orcid":"https://orcid.org/0000-0002-8709-653X"},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nasim Soltani","raw_affiliation_strings":["Northeastern University,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northeastern University,USA","institution_ids":["https://openalex.org/I12912129"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080108539","display_name":"Jifan Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jifan Zhang","raw_affiliation_strings":["University of Wisconsin-Madison,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Wisconsin-Madison,USA","institution_ids":["https://openalex.org/I135310074"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006853947","display_name":"Batool Salehi","orcid":null},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Batool Salehi","raw_affiliation_strings":["Northeastern University,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northeastern University,USA","institution_ids":["https://openalex.org/I12912129"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010877111","display_name":"Debashri Roy","orcid":"https://orcid.org/0000-0002-9955-7137"},"institutions":[{"id":"https://openalex.org/I189196454","display_name":"The University of Texas at Arlington","ror":"https://ror.org/019kgqr73","country_code":"US","type":"education","lineage":["https://openalex.org/I189196454"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Debashri Roy","raw_affiliation_strings":["University of Texas at Arlington,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Texas at Arlington,USA","institution_ids":["https://openalex.org/I189196454"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103202243","display_name":"Robert Nowak","orcid":"https://orcid.org/0000-0001-7248-6888"},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Robert Nowak","raw_affiliation_strings":["University of Wisconsin-Madison,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Wisconsin-Madison,USA","institution_ids":["https://openalex.org/I135310074"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080483470","display_name":"Kaushik Chowdhury","orcid":"https://orcid.org/0000-0002-3570-2622"},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kaushik Chowdhury","raw_affiliation_strings":["Northeastern University,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northeastern University,USA","institution_ids":["https://openalex.org/I12912129"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9366,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.75059812,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"31","issue":"4","first_page":"177","last_page":"183"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11158","display_name":"Wireless Networks and Protocols","score":0.9775999784469604,"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"}},"topics":[{"id":"https://openalex.org/T11158","display_name":"Wireless Networks and Protocols","score":0.9775999784469604,"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/T10579","display_name":"Cognitive Radio Networks and Spectrum Sensing","score":0.9635999798774719,"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/T10651","display_name":"IPv6, Mobility, Handover, Networks, Security","score":0.9401999711990356,"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":0.8406081199645996},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.5417400598526001},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.47839581966400146},{"id":"https://openalex.org/keywords/active-learning","display_name":"Active learning (machine learning)","score":0.452594518661499},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.375448614358902},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3059619665145874}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8406081199645996},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.5417400598526001},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.47839581966400146},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.452594518661499},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.375448614358902},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3059619665145874}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mwc.012.2300438","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mwc.012.2300438","pdf_url":null,"source":{"id":"https://openalex.org/S146764194","display_name":"IEEE Wireless Communications","issn_l":"1536-1284","issn":["1536-1284","1558-0687"],"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 Wireless Communications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2186497367","display_name":null,"funder_award_id":"2112471","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W2810438149","https://openalex.org/W2885618505","https://openalex.org/W2938144699","https://openalex.org/W3099037746","https://openalex.org/W3128783847","https://openalex.org/W3188271578","https://openalex.org/W4221139162","https://openalex.org/W4234461875","https://openalex.org/W4283208915","https://openalex.org/W4312435603","https://openalex.org/W4315630256","https://openalex.org/W4321161091","https://openalex.org/W4328008035","https://openalex.org/W4386243239","https://openalex.org/W6799650303","https://openalex.org/W6809673346","https://openalex.org/W6849592919"],"related_works":["https://openalex.org/W2111375262","https://openalex.org/W1991205173","https://openalex.org/W2109048960","https://openalex.org/W2741481635","https://openalex.org/W2137328885","https://openalex.org/W2338537463","https://openalex.org/W2183644707","https://openalex.org/W1595657826","https://openalex.org/W1985526270","https://openalex.org/W2419194643"],"abstract_inverted_index":{"Collecting":[0],"an":[1,40,69,151],"over-the-air":[2],"wireless":[3,94],"communications":[4],"training":[5],"dataset":[6,18,71,138,169],"for":[7,89,155,167],"deep":[8,90,107],"learning-based":[9,108],"communication":[10],"tasks":[11],"is":[12,31,39,114],"relatively":[13],"simple.":[14],"However,":[15],"labeling":[16,53,113,160],"the":[17,52,62,79,126,172],"requires":[19],"expert":[20],"involvement":[21],"and":[22,30,34,65,72,96,144],"domain":[23],"knowledge,":[24],"may":[25],"involve":[26],"private":[27],"intellectual":[28],"properties,":[29],"often":[32],"computationally":[33],"financially":[35],"expensive.":[36],"Active":[37,58],"learning":[38,47,59,88,91,131,153],"emerging":[41],"area":[42],"of":[43,78,106,128],"research":[44],"in":[45,68,93],"machine":[46],"that":[48,149],"aims":[49],"to":[50,164],"reduce":[51,159],"overhead":[54,161],"without":[55],"accuracy":[56,174],"degradation.":[57],"algorithms":[60,132],"identify":[61],"most":[63],"critical":[64],"informative":[66],"samples":[67],"unlabeled":[70],"label":[73],"only":[74],"those":[75],"samples,":[76],"instead":[77],"complete":[80],"set.":[81],"In":[82],"this":[83,168],"article,":[84],"we":[85],"introduce":[86],"active":[87,130,152],"applications":[92],"communications,":[95],"present":[97,102],"its":[98],"different":[99,129,140],"categories.":[100],"We":[101,124],"a":[103,117,134],"case":[104],"study":[105],"mmWave":[109],"beam":[110],"selection,":[111],"where":[112],"performed":[115],"by":[116,162],"compute-intensive":[118],"algorithm":[119,154],"based":[120],"on":[121,133],"exhaustive":[122],"search.":[123],"evaluate":[125],"performance":[127],"publicly":[135],"available":[136],"multi-modal":[137],"with":[139],"modalities":[141],"including":[142],"image":[143],"LiDAR.":[145],"Our":[146],"results":[147],"show":[148],"using":[150],"class-imbalanced":[156],"datasets":[157],"can":[158],"up":[163],"50":[165],"percent":[166],"while":[170],"maintaining":[171],"same":[173],"as":[175],"classical":[176],"training.":[177]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}