{"id":"https://openalex.org/W4388052829","doi":"https://doi.org/10.1109/jiot.2023.3325274","title":"BTV-CMAB: A Bi-Directional Trust Verification-Based Combinatorial Multiarmed Bandit Scheme for Mobile Crowdsourcing","display_name":"BTV-CMAB: A Bi-Directional Trust Verification-Based Combinatorial Multiarmed Bandit Scheme for Mobile Crowdsourcing","publication_year":2023,"publication_date":"2023-10-31","ids":{"openalex":"https://openalex.org/W4388052829","doi":"https://doi.org/10.1109/jiot.2023.3325274"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2023.3325274","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2023.3325274","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","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/A5108535308","display_name":"Jianheng Tang","orcid":"https://orcid.org/0000-0002-4762-5943"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jianheng Tang","raw_affiliation_strings":["School of Computer Science and Engineering, Central South University, Changsha, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004976807","display_name":"Kejia Fan","orcid":"https://orcid.org/0000-0002-0236-759X"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kejia Fan","raw_affiliation_strings":["School of Computer Science and Engineering, Central South University, Changsha, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101630302","display_name":"Wenxuan Xie","orcid":"https://orcid.org/0009-0005-1979-1564"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenxuan Xie","raw_affiliation_strings":["School of Computer Science and Engineering, Central South University, Changsha, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016430981","display_name":"Feijiang Han","orcid":"https://orcid.org/0009-0001-7880-5349"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feijiang Han","raw_affiliation_strings":["School of Computer Science and Engineering, Central South University, Changsha, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051147064","display_name":"Zhenzhe Qu","orcid":null},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenzhe Qu","raw_affiliation_strings":["School of Computer Science and Engineering, Central South University, Changsha, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075435434","display_name":"Anfeng Liu","orcid":"https://orcid.org/0000-0001-5190-4761"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Anfeng Liu","raw_affiliation_strings":["School of Computer Science and Engineering, Central South University, Changsha, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103216531","display_name":"Naixue Xiong","orcid":"https://orcid.org/0000-0002-0394-4635"},"institutions":[{"id":"https://openalex.org/I162709352","display_name":"Sul Ross State University","ror":"https://ror.org/03x7qhw59","country_code":"US","type":"education","lineage":["https://openalex.org/I162709352"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Neal N. Xiong","raw_affiliation_strings":["Department of Computer Science and Mathematics, Sul Ross State University, Alpine, TX, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Mathematics, Sul Ross State University, Alpine, TX, USA","institution_ids":["https://openalex.org/I162709352"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100657575","display_name":"Shaobo Zhang","orcid":"https://orcid.org/0000-0001-7980-9651"},"institutions":[{"id":"https://openalex.org/I121296143","display_name":"Hunan University of Science and Technology","ror":"https://ror.org/02m9vrb24","country_code":"CN","type":"education","lineage":["https://openalex.org/I121296143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shaobo Zhang","raw_affiliation_strings":["School of Computer Science and Engineering, Hunan University of Science and Technology, Xiangtan, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Hunan University of Science and Technology, Xiangtan, China","institution_ids":["https://openalex.org/I121296143"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006546107","display_name":"Tian Wang","orcid":"https://orcid.org/0000-0003-4819-621X"},"institutions":[{"id":"https://openalex.org/I25254941","display_name":"Beijing Normal University","ror":"https://ror.org/022k4wk35","country_code":"CN","type":"education","lineage":["https://openalex.org/I25254941"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tian Wang","raw_affiliation_strings":["Department of Artificial Intelligence and Future Networks, Beijing Normal University &#x0026; UIC, Zhuhai, Guangdong, China"],"affiliations":[{"raw_affiliation_string":"Department of Artificial Intelligence and Future Networks, Beijing Normal University &#x0026; UIC, Zhuhai, Guangdong, China","institution_ids":["https://openalex.org/I25254941"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5108535308"],"corresponding_institution_ids":["https://openalex.org/I139660479"],"apc_list":null,"apc_paid":null,"fwci":8.2347,"has_fulltext":false,"cited_by_count":30,"citation_normalized_percentile":{"value":0.97860193,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"11","issue":"2","first_page":"1925","last_page":"1938"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":1.0,"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"}},{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.996999979019165,"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"}},{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9965000152587891,"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/crowdsourcing","display_name":"Crowdsourcing","score":0.7860949039459229},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7593331336975098},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.7321024537086487},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4483734369277954},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12350264191627502}],"concepts":[{"id":"https://openalex.org/C62230096","wikidata":"https://www.wikidata.org/wiki/Q275969","display_name":"Crowdsourcing","level":2,"score":0.7860949039459229},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7593331336975098},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.7321024537086487},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4483734369277954},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12350264191627502},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2023.3325274","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2023.3325274","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5888125704","display_name":null,"funder_award_id":"62072475","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":50,"referenced_works":["https://openalex.org/W41554520","https://openalex.org/W1499884756","https://openalex.org/W1583075929","https://openalex.org/W1996573126","https://openalex.org/W2020740057","https://openalex.org/W2029050771","https://openalex.org/W2079204536","https://openalex.org/W2127347346","https://openalex.org/W2144169341","https://openalex.org/W2165005942","https://openalex.org/W2347001382","https://openalex.org/W2895019211","https://openalex.org/W2946487559","https://openalex.org/W2964280086","https://openalex.org/W2990695676","https://openalex.org/W3021908353","https://openalex.org/W3047004582","https://openalex.org/W3095673477","https://openalex.org/W3096834012","https://openalex.org/W3108479607","https://openalex.org/W3127129830","https://openalex.org/W3132653113","https://openalex.org/W3182346119","https://openalex.org/W3197193084","https://openalex.org/W3197596929","https://openalex.org/W3209836183","https://openalex.org/W4210570887","https://openalex.org/W4210797709","https://openalex.org/W4211130498","https://openalex.org/W4220874044","https://openalex.org/W4226321645","https://openalex.org/W4226515229","https://openalex.org/W4237181144","https://openalex.org/W4292259048","https://openalex.org/W4294612863","https://openalex.org/W4297399612","https://openalex.org/W4302543194","https://openalex.org/W4312364853","https://openalex.org/W4315629743","https://openalex.org/W4319303758","https://openalex.org/W4361768823","https://openalex.org/W4366308825","https://openalex.org/W4367296046","https://openalex.org/W4377000486","https://openalex.org/W4379379175","https://openalex.org/W4382119781","https://openalex.org/W4383428442","https://openalex.org/W4385804386","https://openalex.org/W4386090357","https://openalex.org/W6679959949"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W3032998312","https://openalex.org/W135177976","https://openalex.org/W4384486036","https://openalex.org/W1503094549","https://openalex.org/W2337920774","https://openalex.org/W4286908577","https://openalex.org/W2886410948","https://openalex.org/W2025875869"],"abstract_inverted_index":{"Mobile":[0],"crowdsourcing":[1],"(MCS)":[2],"is":[3,67,158,209],"an":[4,85,146],"emerging":[5],"paradigm":[6],"that":[7,102],"harnesses":[8],"the":[9,13,21,42,50,62,105,120,128,140,155,188,202,210,221,226,232],"collective":[10],"power":[11],"of":[12,52,64,122,125,130,154,197,204,228],"crowd":[14],"to":[15,73,118,167,199,212,218],"tackle":[16,80],"large-scale":[17],"tasks.":[18],"To":[19,79,132,201],"ensure":[20,168],"high-quality":[22],"worker":[23,44,54,59,110,141,234],"selection,":[24],"various":[25],"combinatorial":[26],"multiarmed":[27],"bandit":[28],"(CMAB)-based":[29],"schemes":[30,36],"have":[31],"been":[32],"proposed.":[33],"However,":[34],"previous":[35],"often":[37,68],"overlook":[38],"critical":[39],"issues.":[40],"First,":[41,94],"post-unknown":[43],"recruitment":[45,235],"(PUWR)":[46],"problem":[47,107,223],"emerges":[48],"when":[49],"quality":[51,99,142],"a":[53,97,115,184,192,215],"remains":[55],"unknown":[56],"despite":[57],"reported":[58],"data.":[60],"Second,":[61],"presence":[63],"Sybil":[65,229],"Requesters":[66],"neglected,":[69],"who":[70],"manipulate":[71],"ratings":[72],"deceive":[74],"workers":[75,135],"for":[76,136],"malicious":[77],"purposes.":[78],"these":[81],"challenges,":[82],"we":[83,95,113,138],"present":[84],"innovative":[86],"scheme":[87,157],"called":[88],"bi-directional":[89],"trust":[90],"verification-based":[91],"CMAB":[92],"(BTV-CMAB).":[93],"propose":[96,213],"truth":[98],"discovery":[100],"approach":[101],"effectively":[103,219],"addresses":[104],"PUWR":[106,222],"by":[108,160,180],"estimating":[109],"quality.":[111],"Additionally,":[112],"employ":[114],"BTV":[116,216],"mechanism":[117,217],"assess":[119],"Degree":[121],"Trust":[123],"(DoT)":[124],"requesters":[126],"and":[127,143,170,191,224],"reputation":[129,144],"workers.":[131],"select":[133],"top-notch":[134],"MCS,":[137],"combine":[139],"into":[145],"upper":[147],"confidence":[148],"bound":[149],"(UCB)":[150],"index.":[151],"The":[152],"effectiveness":[153],"BTV-CMAB":[156],"supported":[159],"theoretical":[161],"proof,":[162],"which":[163],"demonstrates":[164],"its":[165],"ability":[166],"truthfulness":[169],"individual":[171],"rationality.":[172],"Furthermore,":[173],"experimental":[174],"results":[175],"reveal":[176],"promising":[177],"improvements":[178],"achieved":[179],"our":[181,205],"scheme,":[182],"including":[183],"17.44%,":[185],"increase":[186],"in":[187,195,231],"platform\u2019s":[189],"revenue":[190],"significant":[193],"decrease":[194],"regret":[196],"up":[198],"88.26%.":[200],"best":[203],"knowledge,":[206],"this":[207],"study":[208],"first":[211],"utilizing":[214],"address":[220],"counter":[225],"threat":[227],"attacks":[230],"CMAB-based":[233],"process.":[236]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":13},{"year":2024,"cited_by_count":14},{"year":2023,"cited_by_count":2}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
