{"id":"https://openalex.org/W2999146029","doi":"https://doi.org/10.1109/comst.2020.2965856","title":"Thirty Years of Machine Learning: The Road to Pareto-Optimal Wireless Networks","display_name":"Thirty Years of Machine Learning: The Road to Pareto-Optimal Wireless Networks","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W2999146029","doi":"https://doi.org/10.1109/comst.2020.2965856","mag":"2999146029"},"language":"en","primary_location":{"id":"doi:10.1109/comst.2020.2965856","is_oa":false,"landing_page_url":"https://doi.org/10.1109/comst.2020.2965856","pdf_url":null,"source":{"id":"https://openalex.org/S23688054","display_name":"IEEE Communications Surveys & Tutorials","issn_l":"1553-877X","issn":["1553-877X","2373-745X"],"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 Communications Surveys & Tutorials","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1902.01946","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Jingjing Wang","orcid":"https://orcid.org/0000-0003-3170-8952"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jingjing Wang","raw_affiliation_strings":["Department of Electronic Engineering, Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Chunxiao Jiang","orcid":"https://orcid.org/0000-0002-3703-121X"},"institutions":[{"id":"https://openalex.org/I4210156423","display_name":"National Engineering Research Center for Information Technology in Agriculture","ror":"https://ror.org/04c3j3t84","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210156423"]},{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chunxiao Jiang","raw_affiliation_strings":["Beijing National Research Center for Information Science and Technology, Beijing, China","School of Information Science and Technology, Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Beijing National Research Center for Information Science and Technology, Beijing, China","institution_ids":["https://openalex.org/I4210156423"]},{"raw_affiliation_string":"School of Information Science and Technology, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Haijun Zhang","orcid":"https://orcid.org/0000-0002-0236-6482"},"institutions":[{"id":"https://openalex.org/I92403157","display_name":"University of Science and Technology Beijing","ror":"https://ror.org/02egmk993","country_code":"CN","type":"education","lineage":["https://openalex.org/I92403157"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haijun Zhang","raw_affiliation_strings":["Institute of Artificial Intelligence, Beijing Advanced Innovation Center for Materials Genome Engineering, Beijing Engineering and Technology Research Center for Convergence Networks and Ubiquitous Services, University of Science and Technology Beijing, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Institute of Artificial Intelligence, Beijing Advanced Innovation Center for Materials Genome Engineering, Beijing Engineering and Technology Research Center for Convergence Networks and Ubiquitous Services, University of Science and Technology Beijing, Beijing, China","institution_ids":["https://openalex.org/I92403157"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yong Ren","orcid":"https://orcid.org/0000-0003-0312-9371"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yong Ren","raw_affiliation_strings":["Department of Electronic Engineering, Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Kwang-Cheng Chen","orcid":"https://orcid.org/0000-0002-1024-6106"},"institutions":[{"id":"https://openalex.org/I2613432","display_name":"University of South Florida","ror":"https://ror.org/032db5x82","country_code":"US","type":"education","lineage":["https://openalex.org/I2613432"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kwang-Cheng Chen","raw_affiliation_strings":["Electrical Engineering Department, University of South Florida, Tampa, USA"],"affiliations":[{"raw_affiliation_string":"Electrical Engineering Department, University of South Florida, Tampa, USA","institution_ids":["https://openalex.org/I2613432"]}]},{"author_position":"last","author":{"id":null,"display_name":"Lajos Hanzo","orcid":"https://orcid.org/0000-0002-2636-5214"},"institutions":[{"id":"https://openalex.org/I43439940","display_name":"University of Southampton","ror":"https://ror.org/01ryk1543","country_code":"GB","type":"education","lineage":["https://openalex.org/I43439940"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Lajos Hanzo","raw_affiliation_strings":["School of Electronics and Computer Science, University of Southampton, Southampton, U.K"],"affiliations":[{"raw_affiliation_string":"School of Electronics and Computer Science, University of Southampton, Southampton, U.K","institution_ids":["https://openalex.org/I43439940"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I99065089"],"apc_list":null,"apc_paid":null,"fwci":101.8359,"has_fulltext":false,"cited_by_count":468,"citation_normalized_percentile":{"value":0.99966838,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"22","issue":"3","first_page":"1472","last_page":"1514"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13038","display_name":"Internet of Things and AI","score":0.11089999973773956,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T13038","display_name":"Internet of Things and AI","score":0.11089999973773956,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.10840000212192535,"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/T12131","display_name":"Wireless Signal Modulation Classification","score":0.10520000010728836,"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/wireless-network","display_name":"Wireless network","score":0.6437000036239624},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.6133000254631042},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.45590001344680786},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.45100000500679016},{"id":"https://openalex.org/keywords/cognitive-radio","display_name":"Cognitive radio","score":0.44200000166893005},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.3919000029563904},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.3264999985694885}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.666100025177002},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.6437000036239624},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.6133000254631042},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4805000126361847},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.45590001344680786},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4535999894142151},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.45100000500679016},{"id":"https://openalex.org/C149946192","wikidata":"https://www.wikidata.org/wiki/Q3235733","display_name":"Cognitive radio","level":3,"score":0.44200000166893005},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.3919000029563904},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3409000039100647},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.3264999985694885},{"id":"https://openalex.org/C8038995","wikidata":"https://www.wikidata.org/wiki/Q1152135","display_name":"Unsupervised learning","level":2,"score":0.31709998846054077},{"id":"https://openalex.org/C2989466925","wikidata":"https://www.wikidata.org/wiki/Q1061197","display_name":"Radio networks","level":4,"score":0.2919999957084656},{"id":"https://openalex.org/C76763059","wikidata":"https://www.wikidata.org/wiki/Q251072","display_name":"Machine to machine","level":3,"score":0.28850001096725464},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.2775000035762787},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.27300000190734863},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.2703000009059906},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.26660001277923584},{"id":"https://openalex.org/C158207573","wikidata":"https://www.wikidata.org/wiki/Q5747224","display_name":"Heterogeneous network","level":4,"score":0.26460000872612},{"id":"https://openalex.org/C136389625","wikidata":"https://www.wikidata.org/wiki/Q334384","display_name":"Supervised learning","level":3,"score":0.26019999384880066},{"id":"https://openalex.org/C83849155","wikidata":"https://www.wikidata.org/wiki/Q1472399","display_name":"Internet access","level":3,"score":0.2596000134944916}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/comst.2020.2965856","is_oa":false,"landing_page_url":"https://doi.org/10.1109/comst.2020.2965856","pdf_url":null,"source":{"id":"https://openalex.org/S23688054","display_name":"IEEE Communications Surveys & Tutorials","issn_l":"1553-877X","issn":["1553-877X","2373-745X"],"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 Communications Surveys & Tutorials","raw_type":"journal-article"},{"id":"pmh:oai:eprints.soton.ac.uk:437027","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306401019","display_name":"ePrints Soton (University of Southampton)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I43439940","host_organization_name":"University of Southampton","host_organization_lineage":["https://openalex.org/I43439940"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Article"},{"id":"pmh:oai:arXiv.org:1902.01946","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1902.01946","pdf_url":"https://arxiv.org/pdf/1902.01946","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1902.01946","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1902.01946","pdf_url":"https://arxiv.org/pdf/1902.01946","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2284532524","display_name":null,"funder_award_id":"FRF-TP-19-002C1","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G3352534975","display_name":null,"funder_award_id":"61822104","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G376770816","display_name":null,"funder_award_id":"61771044","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4749481851","display_name":null,"funder_award_id":"Co/Co-20180605-47","funder_id":"https://openalex.org/F4320326497","funder_display_name":"China Academy of Space Technology"},{"id":"https://openalex.org/G6193230976","display_name":null,"funder_award_id":"RC1631","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G6696884293","display_name":null,"funder_award_id":"EP/PO34284/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G7009292159","display_name":null,"funder_award_id":"EP/Noo4558/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G7357315541","display_name":null,"funder_award_id":"61922050","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320320006","display_name":"Royal Society","ror":"https://ror.org/03wnrjx87"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320326497","display_name":"China Academy of Space Technology","ror":"https://ror.org/025397a59"},{"id":"https://openalex.org/F4320333707","display_name":"Florida Center for Cybersecurity, University of South Florida","ror":null},{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":340,"referenced_works":["https://openalex.org/W28412257","https://openalex.org/W32403112","https://openalex.org/W65738273","https://openalex.org/W1518511603","https://openalex.org/W1560724230","https://openalex.org/W1597286183","https://openalex.org/W1611909216","https://openalex.org/W1694375358","https://openalex.org/W1901616594","https://openalex.org/W1960210438","https://openalex.org/W1965555277","https://openalex.org/W1965665090","https://openalex.org/W1967905547","https://openalex.org/W1968676143","https://openalex.org/W1971561736","https://openalex.org/W1972774725","https://openalex.org/W1973445088","https://openalex.org/W1973454958","https://openalex.org/W1973547261","https://openalex.org/W1977556410","https://openalex.org/W1978826045","https://openalex.org/W1979027790","https://openalex.org/W1980227816","https://openalex.org/W1980428790","https://openalex.org/W1984205520","https://openalex.org/W1985690171","https://openalex.org/W1985940938","https://openalex.org/W1987209873","https://openalex.org/W1988302514","https://openalex.org/W1989400597","https://openalex.org/W1989449561","https://openalex.org/W1990013428","https://openalex.org/W1992949566","https://openalex.org/W1995341919","https://openalex.org/W1995382677","https://openalex.org/W1995533361","https://openalex.org/W1996804776","https://openalex.org/W1997204636","https://openalex.org/W1998027131","https://openalex.org/W1998697661","https://openalex.org/W2000556106","https://openalex.org/W2000875519","https://openalex.org/W2001139068","https://openalex.org/W2001619934","https://openalex.org/W2002872113","https://openalex.org/W2004014150","https://openalex.org/W2010788560","https://openalex.org/W2011452458","https://openalex.org/W2016381774","https://openalex.org/W2018111243","https://openalex.org/W2019112139","https://openalex.org/W2019678018","https://openalex.org/W2020988785","https://openalex.org/W2022686119","https://openalex.org/W2027515139","https://openalex.org/W2029668118","https://openalex.org/W2030328665","https://openalex.org/W2031116206","https://openalex.org/W2034541289","https://openalex.org/W2038383584","https://openalex.org/W2040810017","https://openalex.org/W2040870580","https://openalex.org/W2040947600","https://openalex.org/W2042492924","https://openalex.org/W2044473910","https://openalex.org/W2046672513","https://openalex.org/W2048654658","https://openalex.org/W2048679005","https://openalex.org/W2049600235","https://openalex.org/W2049633694","https://openalex.org/W2052190282","https://openalex.org/W2053186076","https://openalex.org/W2054584228","https://openalex.org/W2056090079","https://openalex.org/W2057402794","https://openalex.org/W2064675550","https://openalex.org/W2064853889","https://openalex.org/W2064895747","https://openalex.org/W2064969374","https://openalex.org/W2067453331","https://openalex.org/W2067507621","https://openalex.org/W2069601023","https://openalex.org/W2070534370","https://openalex.org/W2070807660","https://openalex.org/W2071707134","https://openalex.org/W2073291172","https://openalex.org/W2076063813","https://openalex.org/W2080555506","https://openalex.org/W2081320356","https://openalex.org/W2082384736","https://openalex.org/W2082823623","https://openalex.org/W2085210926","https://openalex.org/W2088890954","https://openalex.org/W2089194229","https://openalex.org/W2089468765","https://openalex.org/W2091005538","https://openalex.org/W2095897464","https://openalex.org/W2096118443","https://openalex.org/W2097660498","https://openalex.org/W2097736984","https://openalex.org/W2097780422","https://openalex.org/W2098865491","https://openalex.org/W2098936723","https://openalex.org/W2099404336","https://openalex.org/W2099741732","https://openalex.org/W2101124704","https://openalex.org/W2101493843","https://openalex.org/W2101840010","https://openalex.org/W2103329036","https://openalex.org/W2106027325","https://openalex.org/W2107726111","https://openalex.org/W2107946060","https://openalex.org/W2110148540","https://openalex.org/W2111184007","https://openalex.org/W2111336388","https://openalex.org/W2112320278","https://openalex.org/W2113242816","https://openalex.org/W2115012641","https://openalex.org/W2115710963","https://openalex.org/W2119347354","https://openalex.org/W2119942913","https://openalex.org/W2120636855","https://openalex.org/W2122111042","https://openalex.org/W2122304153","https://openalex.org/W2122500584","https://openalex.org/W2122825543","https://openalex.org/W2123059049","https://openalex.org/W2128145324","https://openalex.org/W2128513990","https://openalex.org/W2128569883","https://openalex.org/W2129372310","https://openalex.org/W2129905273","https://openalex.org/W2132247362","https://openalex.org/W2133294820","https://openalex.org/W2134098199","https://openalex.org/W2134295053","https://openalex.org/W2135046866","https://openalex.org/W2136982937","https://openalex.org/W2137775453","https://openalex.org/W2140095548","https://openalex.org/W2140439073","https://openalex.org/W2140466491","https://openalex.org/W2140502378","https://openalex.org/W2141682101","https://openalex.org/W2142542367","https://openalex.org/W2143075689","https://openalex.org/W2143612262","https://openalex.org/W2145339207","https://openalex.org/W2145441544","https://openalex.org/W2145480127","https://openalex.org/W2146344874","https://openalex.org/W2147035723","https://openalex.org/W2147124620","https://openalex.org/W2147370633","https://openalex.org/W2147800946","https://openalex.org/W2147844960","https://openalex.org/W2148140427","https://openalex.org/W2148244131","https://openalex.org/W2149298154","https://openalex.org/W2150093579","https://openalex.org/W2150355110","https://openalex.org/W2150621701","https://openalex.org/W2151910575","https://openalex.org/W2155041441","https://openalex.org/W2155545879","https://openalex.org/W2155778092","https://openalex.org/W2155968351","https://openalex.org/W2156626839","https://openalex.org/W2157881433","https://openalex.org/W2158346245","https://openalex.org/W2158648240","https://openalex.org/W2159620355","https://openalex.org/W2160642098","https://openalex.org/W2161087691","https://openalex.org/W2161160262","https://openalex.org/W2163645125","https://openalex.org/W2165943096","https://openalex.org/W2168029744","https://openalex.org/W2168447440","https://openalex.org/W2168538680","https://openalex.org/W2168689454","https://openalex.org/W2170076406","https://openalex.org/W2170243278","https://openalex.org/W2170673727","https://openalex.org/W2171201231","https://openalex.org/W2171671264","https://openalex.org/W2172043821","https://openalex.org/W2187603890","https://openalex.org/W2193897973","https://openalex.org/W2203584209","https://openalex.org/W2246989874","https://openalex.org/W2259258048","https://openalex.org/W2272847350","https://openalex.org/W2285924575","https://openalex.org/W2290207474","https://openalex.org/W2291859485","https://openalex.org/W2294798173","https://openalex.org/W2309512289","https://openalex.org/W2326127572","https://openalex.org/W2329818539","https://openalex.org/W2331789166","https://openalex.org/W2342408547","https://openalex.org/W2343448572","https://openalex.org/W2343723090","https://openalex.org/W2345276999","https://openalex.org/W2351381307","https://openalex.org/W2406349003","https://openalex.org/W2406784772","https://openalex.org/W2413566101","https://openalex.org/W2470942791","https://openalex.org/W2472333518","https://openalex.org/W2490752264","https://openalex.org/W2527914898","https://openalex.org/W2533394141","https://openalex.org/W2537747452","https://openalex.org/W2551175768","https://openalex.org/W2556210505","https://openalex.org/W2558891025","https://openalex.org/W2562947506","https://openalex.org/W2566425973","https://openalex.org/W2571254578","https://openalex.org/W2579367737","https://openalex.org/W2589099544","https://openalex.org/W2591951844","https://openalex.org/W2594996054","https://openalex.org/W2605954208","https://openalex.org/W2607236313","https://openalex.org/W2611346233","https://openalex.org/W2612336410","https://openalex.org/W2613480438","https://openalex.org/W2615509641","https://openalex.org/W2617931713","https://openalex.org/W2620323949","https://openalex.org/W2622920929","https://openalex.org/W2645656290","https://openalex.org/W2724616073","https://openalex.org/W2734408173","https://openalex.org/W2734506266","https://openalex.org/W2735793369","https://openalex.org/W2736068844","https://openalex.org/W2737048573","https://openalex.org/W2741401130","https://openalex.org/W2742128636","https://openalex.org/W2746722165","https://openalex.org/W2751515019","https://openalex.org/W2753053285","https://openalex.org/W2756144809","https://openalex.org/W2761694337","https://openalex.org/W2761862361","https://openalex.org/W2762605243","https://openalex.org/W2766447205","https://openalex.org/W2767151733","https://openalex.org/W2767919612","https://openalex.org/W2769456309","https://openalex.org/W2769723046","https://openalex.org/W2771460072","https://openalex.org/W2773423866","https://openalex.org/W2774292658","https://openalex.org/W2775256615","https://openalex.org/W2775262724","https://openalex.org/W2776818420","https://openalex.org/W2778060426","https://openalex.org/W2784079836","https://openalex.org/W2786070938","https://openalex.org/W2787444476","https://openalex.org/W2789503661","https://openalex.org/W2789896367","https://openalex.org/W2792312025","https://openalex.org/W2796277229","https://openalex.org/W2800915944","https://openalex.org/W2803902843","https://openalex.org/W2807731816","https://openalex.org/W2833256931","https://openalex.org/W2883094398","https://openalex.org/W2884001105","https://openalex.org/W2885386361","https://openalex.org/W2885828982","https://openalex.org/W2900708591","https://openalex.org/W2900853407","https://openalex.org/W2903950532","https://openalex.org/W2911964244","https://openalex.org/W2915905517","https://openalex.org/W2917430523","https://openalex.org/W2919115771","https://openalex.org/W2921319277","https://openalex.org/W2922048308","https://openalex.org/W2936200124","https://openalex.org/W2950863887","https://openalex.org/W2955103784","https://openalex.org/W2955338161","https://openalex.org/W2955535572","https://openalex.org/W2959038830","https://openalex.org/W2963079995","https://openalex.org/W2963190722","https://openalex.org/W2964021722","https://openalex.org/W2964245734","https://openalex.org/W3006335209","https://openalex.org/W3041202696","https://openalex.org/W3149412023","https://openalex.org/W3182920176","https://openalex.org/W3198350258","https://openalex.org/W4212883601","https://openalex.org/W4213251304","https://openalex.org/W4213281779","https://openalex.org/W4214717370","https://openalex.org/W4236137412","https://openalex.org/W4239510810","https://openalex.org/W4240035482","https://openalex.org/W4248606406","https://openalex.org/W4250589301","https://openalex.org/W4254816979","https://openalex.org/W4255455317","https://openalex.org/W4297957988","https://openalex.org/W6603834347","https://openalex.org/W6607775107","https://openalex.org/W6628750762","https://openalex.org/W6629815555","https://openalex.org/W6632865047","https://openalex.org/W6635184699","https://openalex.org/W6637131181","https://openalex.org/W6638304892","https://openalex.org/W6638713265","https://openalex.org/W6675401909","https://openalex.org/W6676156825","https://openalex.org/W6678914141","https://openalex.org/W6679450940","https://openalex.org/W6679517787","https://openalex.org/W6680140577","https://openalex.org/W6682598227","https://openalex.org/W6682642761","https://openalex.org/W6682710050","https://openalex.org/W6682834636","https://openalex.org/W6682891771","https://openalex.org/W6684191040","https://openalex.org/W6684562015","https://openalex.org/W6704136033","https://openalex.org/W6712391450","https://openalex.org/W6731786745","https://openalex.org/W6755557248","https://openalex.org/W7001894244"],"related_works":[],"abstract_inverted_index":{"Future":[0],"wireless":[1,64,118,172],"networks":[2,122,134],"have":[3,70],"a":[4,11],"substantial":[5],"potential":[6],"in":[7,19,73,86,113,146],"terms":[8],"of":[9,14,54,59,94,117,128,152,170],"supporting":[10,74],"broad":[12],"range":[13],"complex":[15,56],"compelling":[16,115],"applications":[17,116],"both":[18],"military":[20],"and":[21,34,49,63,81,105,136,150],"civilian":[22],"fields,":[23],"where":[24],"the":[25,55,60,91,114,144,148,153],"users":[26],"are":[27],"able":[28],"to":[29,132,159],"enjoy":[30],"high-rate,":[31],"low-latency,":[32],"low-cost":[33],"reliable":[35],"information":[36],"services.":[37,65],"Achieving":[38],"this":[39,87],"ambitious":[40],"goal":[41],"requires":[42],"new":[43],"radio":[44],"techniques":[45],"for":[46,142,162],"adaptive":[47],"learning":[48,67,104],"intelligent":[50],"decision":[51,83],"making":[52],"because":[53],"heterogeneous":[57,121],"nature":[58],"network":[61],"structures":[62],"Machine":[66],"(ML)":[68],"algorithms":[69],"great":[71],"success":[72],"big":[75],"data":[76],"analytics,":[77],"efficient":[78],"parameter":[79],"estimation":[80],"interactive":[82],"making.":[84],"Hence,":[85],"article,":[88],"we":[89,109],"review":[90],"thirty-year":[92],"history":[93],"ML":[95,155],"by":[96],"elaborating":[97],"on":[98],"supervised":[99],"learning,":[100,102],"unsupervised":[101],"reinforcement":[103],"deep":[106],"learning.":[107],"Furthermore,":[108],"investigate":[110],"their":[111],"employment":[112],"networks,":[119],"including":[120],"(HetNets),":[123],"cognitive":[124],"radios":[125],"(CR),":[126],"Internet":[127],"Things":[129],"(IoT),":[130],"machine":[131,133],"(M2M),":[135],"so":[137,157],"on.":[138],"This":[139],"article":[140],"aims":[141],"assisting":[143],"readers":[145],"clarifying":[147],"motivation":[149],"methodology":[151],"various":[154],"algorithms,":[156],"as":[158,166,168],"invoke":[160],"them":[161],"hitherto":[163],"unexplored":[164],"services":[165],"well":[167],"scenarios":[169],"future":[171],"networks.":[173]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":51},{"year":2024,"cited_by_count":46},{"year":2023,"cited_by_count":62},{"year":2022,"cited_by_count":104},{"year":2021,"cited_by_count":125},{"year":2020,"cited_by_count":75},{"year":2019,"cited_by_count":1}],"updated_date":"2026-04-16T08:26:57.006410","created_date":"2020-01-23T00:00:00"}