{"id":"https://openalex.org/W2890561851","doi":"https://doi.org/10.1109/tii.2018.2868703","title":"Learning-Assisted Optimization in Mobile Crowd Sensing: A Survey","display_name":"Learning-Assisted Optimization in Mobile Crowd Sensing: A Survey","publication_year":2018,"publication_date":"2018-09-04","ids":{"openalex":"https://openalex.org/W2890561851","doi":"https://doi.org/10.1109/tii.2018.2868703","mag":"2890561851"},"language":"en","primary_location":{"id":"doi:10.1109/tii.2018.2868703","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2018.2868703","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"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 Industrial Informatics","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/A5100682896","display_name":"Jiangtao Wang","orcid":"https://orcid.org/0000-0002-8704-502X"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Jiangtao Wang","raw_affiliation_strings":["School of EECS"],"affiliations":[{"raw_affiliation_string":"School of EECS","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055336632","display_name":"Yasha Wang","orcid":"https://orcid.org/0000-0002-8026-9688"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yasha Wang","raw_affiliation_strings":["National Research & Engineering Center of Software Engineering"],"affiliations":[{"raw_affiliation_string":"National Research & Engineering Center of Software Engineering","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101710686","display_name":"Daqing Zhang","orcid":"https://orcid.org/0000-0001-6648-5360"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Daqing Zhang","raw_affiliation_strings":["School of EECS"],"affiliations":[{"raw_affiliation_string":"School of EECS","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023644163","display_name":"Jorge Gon\u00e7alves","orcid":"https://orcid.org/0000-0002-0117-0322"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jorge Goncalves","raw_affiliation_strings":["School of Computing and Information Systems, University of Melbourne, Melbourne, VIC, Australia"],"affiliations":[{"raw_affiliation_string":"School of Computing and Information Systems, University of Melbourne, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I165779595"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046354027","display_name":"Denzil Ferreira","orcid":"https://orcid.org/0000-0002-2195-0449"},"institutions":[{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Denzil Ferreira","raw_affiliation_strings":["University of Oulu, Oulu, Finland"],"affiliations":[{"raw_affiliation_string":"University of Oulu, Oulu, Finland","institution_ids":["https://openalex.org/I98381234"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061704516","display_name":"Aku Visuri","orcid":"https://orcid.org/0000-0001-7127-4031"},"institutions":[{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Aku Visuri","raw_affiliation_strings":["University of Oulu, Oulu, Finland"],"affiliations":[{"raw_affiliation_string":"University of Oulu, Oulu, Finland","institution_ids":["https://openalex.org/I98381234"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100543612","display_name":"Sen Ma","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sen Ma","raw_affiliation_strings":["National Research & Engineering Center of Software Engineering"],"affiliations":[{"raw_affiliation_string":"National Research & Engineering Center of Software Engineering","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5100682896"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":7.6072,"has_fulltext":false,"cited_by_count":43,"citation_normalized_percentile":{"value":0.9704815,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"15","issue":"1","first_page":"15","last_page":"22"},"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/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9957000017166138,"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/T10326","display_name":"Indoor and Outdoor Localization Technologies","score":0.9763000011444092,"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":0.7942719459533691},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5720421075820923},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.5555086731910706},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5259081125259399},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5011861324310303},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.44867444038391113},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.4268084466457367},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.39909809827804565},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3559996485710144},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3291509747505188},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.1405828297138214},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12238198518753052}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7942719459533691},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5720421075820923},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.5555086731910706},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5259081125259399},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5011861324310303},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.44867444038391113},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.4268084466457367},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.39909809827804565},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3559996485710144},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3291509747505188},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.1405828297138214},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12238198518753052},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/tii.2018.2868703","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2018.2868703","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"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 Industrial Informatics","raw_type":"journal-article"},{"id":"pmh:oai:eprints.lancs.ac.uk:131971","is_oa":false,"landing_page_url":"https://eprints.lancs.ac.uk/id/eprint/131971/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401916","display_name":"Lancaster EPrints (Lancaster University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67415387","host_organization_name":"Lancaster University","host_organization_lineage":["https://openalex.org/I67415387"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal Article"},{"id":"pmh:oai:oulu.fi:nbnfi-fe2019040110651","is_oa":false,"landing_page_url":"http://urn.fi/urn:nbn:fi-fe2019040110651","pdf_url":null,"source":{"id":"https://openalex.org/S4306400284","display_name":"University of Oulu Repository (University of Oulu)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I98381234","host_organization_name":"University of Oulu","host_organization_lineage":["https://openalex.org/I98381234"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","score":0.800000011920929,"id":"https://metadata.un.org/sdg/11"}],"awards":[{"id":"https://openalex.org/G2902203166","display_name":null,"funder_award_id":"61872010","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":75,"referenced_works":["https://openalex.org/W1529158540","https://openalex.org/W1541280084","https://openalex.org/W1550742363","https://openalex.org/W1615020194","https://openalex.org/W1971824319","https://openalex.org/W1976535029","https://openalex.org/W1977093441","https://openalex.org/W1980701825","https://openalex.org/W1992766323","https://openalex.org/W1994500462","https://openalex.org/W1999417451","https://openalex.org/W2006974280","https://openalex.org/W2013976210","https://openalex.org/W2014480560","https://openalex.org/W2016447307","https://openalex.org/W2024165968","https://openalex.org/W2025948280","https://openalex.org/W2034771068","https://openalex.org/W2045487859","https://openalex.org/W2047963480","https://openalex.org/W2052880471","https://openalex.org/W2057041225","https://openalex.org/W2060118520","https://openalex.org/W2060122457","https://openalex.org/W2074050720","https://openalex.org/W2075816638","https://openalex.org/W2094634352","https://openalex.org/W2104887187","https://openalex.org/W2106956101","https://openalex.org/W2117788706","https://openalex.org/W2125635328","https://openalex.org/W2125826911","https://openalex.org/W2127347346","https://openalex.org/W2128896537","https://openalex.org/W2131222034","https://openalex.org/W2155189155","https://openalex.org/W2199991380","https://openalex.org/W2289648086","https://openalex.org/W2293794854","https://openalex.org/W2342794471","https://openalex.org/W2412667021","https://openalex.org/W2439965388","https://openalex.org/W2443200919","https://openalex.org/W2462345467","https://openalex.org/W2469266040","https://openalex.org/W2473808492","https://openalex.org/W2495515310","https://openalex.org/W2514913642","https://openalex.org/W2515696650","https://openalex.org/W2517972157","https://openalex.org/W2547925235","https://openalex.org/W2558570031","https://openalex.org/W2582377923","https://openalex.org/W2588075546","https://openalex.org/W2606709877","https://openalex.org/W2613162388","https://openalex.org/W2727254102","https://openalex.org/W2734892543","https://openalex.org/W2735739238","https://openalex.org/W2750608884","https://openalex.org/W2754141758","https://openalex.org/W2760893072","https://openalex.org/W2763801300","https://openalex.org/W2765580447","https://openalex.org/W2774095456","https://openalex.org/W2792960831","https://openalex.org/W2803889862","https://openalex.org/W2963044698","https://openalex.org/W3129904307","https://openalex.org/W3137248573","https://openalex.org/W4236893706","https://openalex.org/W4246122471","https://openalex.org/W4253271685","https://openalex.org/W7051926465","https://openalex.org/W7071127164"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2149537132","https://openalex.org/W2018871932","https://openalex.org/W641279757","https://openalex.org/W370975646","https://openalex.org/W1670566515","https://openalex.org/W4242022592","https://openalex.org/W596972243","https://openalex.org/W3196817267","https://openalex.org/W1976600725"],"abstract_inverted_index":{"Mobile":[0],"crowd":[1],"sensing":[2,15,34,39,76],"(MCS)":[3],"is":[4,21,55],"a":[5,56,110,134],"relatively":[6],"new":[7,57],"paradigm":[8],"for":[9],"collecting":[10],"real-time":[11],"and":[12,36,101,116,119,148],"location-dependent":[13],"urban":[14],"data.":[16],"Given":[17],"its":[18],"applications,":[19],"it":[20],"crucial":[22],"to":[23,59,67,132],"optimize":[24,61],"the":[25,29,33,38,96,99,102,106,138],"MCS":[26,62],"process":[27],"with":[28],"objective":[30],"of":[31,88,98],"maximizing":[32],"quality":[35],"minimizing":[37],"cost.":[40],"While":[41],"earlier":[42],"studies":[43],"mainly":[44],"tackle":[45],"this":[46,80],"issue":[47],"by":[48,63],"designing":[49],"different":[50,114,127],"combinatorial":[51],"optimization":[52,90,117],"algorithms,":[53],"there":[54],"trend":[58],"further":[60],"integrating":[64],"learning":[65,115],"techniques":[66,128],"extract":[68],"knowledge,":[69],"such":[70],"as":[71],"participants'":[72],"behavioral":[73],"patterns":[74],"or":[75],"data":[77],"correlation.":[78],"In":[79,137],"paper,":[81],"we":[82,104,124,140],"perform":[83],"an":[84],"extensive":[85],"literature":[86],"review":[87],"learning-assisted":[89],"approaches":[91],"in":[92],"MCS.":[93],"Specifically,":[94],"from":[95],"perspective":[97],"participant":[100],"task,":[103],"organize":[105],"existing":[107,143],"work":[108],"into":[109],"conceptual":[111],"framework,":[112],"present":[113],"methods,":[118],"describe":[120],"their":[121],"evaluation.":[122],"Furthermore,":[123],"discuss":[125],"how":[126],"can":[129,146],"be":[130],"combined":[131],"form":[133],"complete":[135],"solution.":[136],"end,":[139],"point":[141],"out":[142],"limitations,":[144],"which":[145],"inform":[147],"guide":[149],"future":[150],"research":[151],"directions.":[152]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":9},{"year":2019,"cited_by_count":8}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}