{"id":"https://openalex.org/W3214049304","doi":"https://doi.org/10.1109/mwc.111.2100023","title":"Socialized Learning for Smart Cities: Cognitive Paradigm, Methodology, and Solution","display_name":"Socialized Learning for Smart Cities: Cognitive Paradigm, Methodology, and Solution","publication_year":2021,"publication_date":"2021-10-01","ids":{"openalex":"https://openalex.org/W3214049304","doi":"https://doi.org/10.1109/mwc.111.2100023","mag":"3214049304"},"language":"en","primary_location":{"id":"doi:10.1109/mwc.111.2100023","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mwc.111.2100023","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/A5083504621","display_name":"Yunfeng Zhao","orcid":"https://orcid.org/0000-0001-6767-7233"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunfeng Zhao","raw_affiliation_strings":["Tianjin University,China","Tianjin University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tianjin University,China","institution_ids":["https://openalex.org/I162868743"]},{"raw_affiliation_string":"Tianjin University, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100745770","display_name":"Zhicheng Liu","orcid":"https://orcid.org/0000-0002-6278-1813"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhicheng Liu","raw_affiliation_strings":["Tianjin University,China","Tianjin University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tianjin University,China","institution_ids":["https://openalex.org/I162868743"]},{"raw_affiliation_string":"Tianjin University, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007510770","display_name":"Chao Qiu","orcid":"https://orcid.org/0000-0002-2224-2292"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chao Qiu","raw_affiliation_strings":["Tianjin University,China","Tianjin University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tianjin University,China","institution_ids":["https://openalex.org/I162868743"]},{"raw_affiliation_string":"Tianjin University, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100413431","display_name":"Xiuhua Li","orcid":"https://orcid.org/0000-0001-9041-0297"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiuhua Li","raw_affiliation_strings":["Chongqing University,China","Chongqing University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chongqing University,China","institution_ids":["https://openalex.org/I158842170"]},{"raw_affiliation_string":"Chongqing University, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100363470","display_name":"Xiaofei Wang","orcid":"https://orcid.org/0000-0002-7223-1030"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaofei Wang","raw_affiliation_strings":["Tianjin University,China","Tianjin University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tianjin University,China","institution_ids":["https://openalex.org/I162868743"]},{"raw_affiliation_string":"Tianjin University, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056686459","display_name":"Qinghua Hu","orcid":"https://orcid.org/0000-0001-7765-8095"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qinghua Hu","raw_affiliation_strings":["Tianjin University,China","Tianjin University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tianjin University,China","institution_ids":["https://openalex.org/I162868743"]},{"raw_affiliation_string":"Tianjin University, China","institution_ids":["https://openalex.org/I162868743"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.3703,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.83346507,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"28","issue":"5","first_page":"200","last_page":"208"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11479","display_name":"Smart Cities and Technologies","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T11479","display_name":"Smart Cities and Technologies","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9919000267982483,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/computer-science","display_name":"Computer science","score":0.7886135578155518},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4821193218231201},{"id":"https://openalex.org/keywords/smart-city","display_name":"Smart city","score":0.4721011221408844},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.450493723154068},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.4227887690067291},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.41986769437789917},{"id":"https://openalex.org/keywords/intellectualization","display_name":"Intellectualization","score":0.41925710439682007},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.24870559573173523},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.217612624168396}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7886135578155518},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4821193218231201},{"id":"https://openalex.org/C2777103469","wikidata":"https://www.wikidata.org/wiki/Q1231558","display_name":"Smart city","level":3,"score":0.4721011221408844},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.450493723154068},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.4227887690067291},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.41986769437789917},{"id":"https://openalex.org/C130631938","wikidata":"https://www.wikidata.org/wiki/Q144894","display_name":"Intellectualization","level":2,"score":0.41925710439682007},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.24870559573173523},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.217612624168396},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.0},{"id":"https://openalex.org/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mwc.111.2100023","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mwc.111.2100023","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/G1890667186","display_name":null,"funder_award_id":"2020M670654","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G2048280125","display_name":null,"funder_award_id":"62002260,61902044","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4465389662","display_name":null,"funder_award_id":"61925602","funder_id":"https://openalex.org/F4320336125","funder_display_name":"National Science Fund for Distinguished Young Scholars"},{"id":"https://openalex.org/G545781906","display_name":"\u4e91\u8fb9\u7aef\u7f51\u7edc\u534f\u540c\u7684\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u5728\u7ebf\u51b3\u7b56\u4f18\u5316\u7814\u7a76","funder_award_id":"62072332","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G85768751","display_name":null,"funder_award_id":"2018YFC0809803,2019YFB2101901","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320336125","display_name":"National Science Fund for Distinguished Young Scholars","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W999812600","https://openalex.org/W1550621568","https://openalex.org/W2037673368","https://openalex.org/W2062065265","https://openalex.org/W2508725684","https://openalex.org/W2534583211","https://openalex.org/W2800992211","https://openalex.org/W2804717721","https://openalex.org/W2950270077","https://openalex.org/W2950865323","https://openalex.org/W2962814013","https://openalex.org/W2998890193","https://openalex.org/W3016097478","https://openalex.org/W3025753202","https://openalex.org/W3098486933","https://openalex.org/W3106614600","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W4327798037","https://openalex.org/W2391574381","https://openalex.org/W2351238675","https://openalex.org/W2777007998","https://openalex.org/W2990372213","https://openalex.org/W3164876818","https://openalex.org/W2375939124","https://openalex.org/W2357001383","https://openalex.org/W2571534106","https://openalex.org/W2355016405"],"abstract_inverted_index":{"Along":[0],"with":[1,150],"the":[2,7,30,43,67,92,121,139,166,203,226,229],"unprecedented":[3],"boom":[4],"of":[5,9,24,45,70,87,98,134,142,153,157,184,228],"5G,":[6],"Internet":[8],"Things":[10],"(IoT),":[11],"and":[12,35,52,94,160,173,180,191,216],"artificial":[13],"intelligence,":[14,72],"smart":[15,31,46,64,112,148,209],"cities":[16,113],"are":[17,27,222],"making":[18],"a":[19,39,61,81,103,131,182,197],"great":[20],"clamor.":[21],"When":[22],"billions":[23],"IoT":[25],"devices":[26],"streaming":[28],"in":[29,111,208],"city,":[32],"realizing":[33],"low-latency":[34],"high-bandwidth":[36],"services":[37],"has":[38,59],"significant":[40],"impact":[41],"on":[42],"benefits":[44],"cities.":[47,65],"Thus,":[48],"managing":[49],"resources":[50],"efficiently":[51],"intelligently":[53],"to":[54,107,137,147,186,224],"meet":[55],"various":[56,109],"service":[57],"requirements":[58],"become":[60],"challenge":[62],"for":[63,201],"With":[66],"rapid":[68],"development":[69],"machine":[71,82],"it":[73],"can":[74],"be":[75],"considered":[76],"that":[77,86],"many":[78],"machines":[79],"constitute":[80],"society":[83],"just":[84],"like":[85],"human":[88,99],"beings.":[89],"Inspired":[90],"by":[91],"efficient":[93],"collaborative":[95],"operation":[96],"mechanism":[97],"society,":[100],"we":[101,119,129,163,195],"propose":[102],"socialized":[104,122,135,167,171,174,198],"learning":[105,123,136,168,199],"scheme":[106,124],"address":[108],"needs":[110],"(e.g.,":[114],"reasonable":[115],"resource":[116,145,205],"allocation).":[117],"Specifically,":[118],"present":[120],"from":[125],"three":[126,154],"perspectives.":[127],"First,":[128],"design":[130],"cognitive":[132],"paradigm":[133],"enlighten":[138],"long-term":[140],"vision":[141],"applying":[143],"learning-based":[144],"management":[146],"cities,":[149,210],"comprehensive":[151],"discussions":[152],"dimensions":[155],"consisting":[156],"architecture,":[158],"decision,":[159],"knowledge.":[161],"Second,":[162],"also":[164],"probe":[165],"methodology":[169],"including":[170],"training":[172,218],"inference.":[175],"It":[176],"highlights":[177],"social":[178,188],"relationships":[179],"introduces":[181],"series":[183],"technologies":[185],"realize":[187],"relations":[189],"within":[190],"across":[192],"layers.":[193],"Finally,":[194],"give":[196],"solution":[200],"solving":[202],"practical":[204],"allocation":[206],"problem":[207],"thereby":[211],"jointly":[212],"improving":[213],"decision":[214],"accuracy":[215],"reducing":[217],"costs.":[219],"Illustrative":[220],"simulations":[221],"provided":[223],"show":[225],"effectiveness":[227],"proposed":[230],"scheme.":[231]},"counts_by_year":[{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
