{"id":"https://openalex.org/W2754730759","doi":"https://doi.org/10.1145/3126973.3126988","title":"Learning Complex Crowdsourcing Task Allocation Strategies from Humans","display_name":"Learning Complex Crowdsourcing Task Allocation Strategies from Humans","publication_year":2017,"publication_date":"2017-07-06","ids":{"openalex":"https://openalex.org/W2754730759","doi":"https://doi.org/10.1145/3126973.3126988","mag":"2754730759"},"language":"en","primary_location":{"id":"doi:10.1145/3126973.3126988","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3126973.3126988","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2nd International Conference on Crowd Science and Engineering","raw_type":"proceedings-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/A5101414718","display_name":"Lizhen Cui","orcid":"https://orcid.org/0000-0002-8262-8883"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Lizhen Cui","raw_affiliation_strings":["Shandong University, Jinan, China"],"affiliations":[{"raw_affiliation_string":"Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059594831","display_name":"Xudong Zhao","orcid":"https://orcid.org/0000-0002-9736-6388"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xudong Zhao","raw_affiliation_strings":["Shandong University, Jinan, China"],"affiliations":[{"raw_affiliation_string":"Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100349557","display_name":"Lei Liu","orcid":"https://orcid.org/0000-0002-4646-2054"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Liu","raw_affiliation_strings":["Shandong University, Jinan, China"],"affiliations":[{"raw_affiliation_string":"Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064069283","display_name":"Han Yu","orcid":"https://orcid.org/0000-0001-6893-8650"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Han Yu","raw_affiliation_strings":["Nanyang Technological University, Singapore"],"affiliations":[{"raw_affiliation_string":"Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5105670050","display_name":"Yuan Miao","orcid":"https://orcid.org/0000-0002-6712-3465"},"institutions":[{"id":"https://openalex.org/I71270174","display_name":"Victoria University","ror":"https://ror.org/04j757h98","country_code":"AU","type":"education","lineage":["https://openalex.org/I71270174"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Yuan Miao","raw_affiliation_strings":["Victoria University, Australia"],"affiliations":[{"raw_affiliation_string":"Victoria University, Australia","institution_ids":["https://openalex.org/I71270174"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101414718"],"corresponding_institution_ids":["https://openalex.org/I154099455"],"apc_list":null,"apc_paid":null,"fwci":0.7826,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.79998911,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"33","last_page":"37"},"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9973000288009644,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9966999888420105,"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":0.8899765014648438},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8026134967803955},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.722379744052887},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.7051961421966553},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.577102541923523},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5702062845230103},{"id":"https://openalex.org/keywords/reputation","display_name":"Reputation","score":0.5687685608863831},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5461028218269348},{"id":"https://openalex.org/keywords/component","display_name":"Component (thermodynamics)","score":0.5382310152053833},{"id":"https://openalex.org/keywords/agile-software-development","display_name":"Agile software development","score":0.5354732275009155},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08381736278533936}],"concepts":[{"id":"https://openalex.org/C62230096","wikidata":"https://www.wikidata.org/wiki/Q275969","display_name":"Crowdsourcing","level":2,"score":0.8899765014648438},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8026134967803955},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.722379744052887},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7051961421966553},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.577102541923523},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5702062845230103},{"id":"https://openalex.org/C48798503","wikidata":"https://www.wikidata.org/wiki/Q877546","display_name":"Reputation","level":2,"score":0.5687685608863831},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5461028218269348},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.5382310152053833},{"id":"https://openalex.org/C14185376","wikidata":"https://www.wikidata.org/wiki/Q30232","display_name":"Agile software development","level":2,"score":0.5354732275009155},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08381736278533936},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"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/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3126973.3126988","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3126973.3126988","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2nd International Conference on Crowd Science and Engineering","raw_type":"proceedings-article"},{"id":"pmh:oai:eprints.vu.edu.au:39149","is_oa":false,"landing_page_url":"https://vuir.vu.edu.au/39149/","pdf_url":null,"source":{"id":"https://openalex.org/S4306400215","display_name":"Victoria University Research Repository (Victoria University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I41156924","host_organization_name":"Victoria University of Wellington","host_organization_lineage":["https://openalex.org/I41156924"],"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":"PeerReviewed"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4000000059604645,"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W32403112","https://openalex.org/W116048323","https://openalex.org/W1460409707","https://openalex.org/W1703951723","https://openalex.org/W1912432442","https://openalex.org/W1969605785","https://openalex.org/W1996265980","https://openalex.org/W2007193523","https://openalex.org/W2072691998","https://openalex.org/W2073517200","https://openalex.org/W2076357412","https://openalex.org/W2115206325","https://openalex.org/W2185548553","https://openalex.org/W2200382673","https://openalex.org/W2207815291","https://openalex.org/W2241862190","https://openalex.org/W2248999929","https://openalex.org/W2273748629","https://openalex.org/W2340985688","https://openalex.org/W2398690976","https://openalex.org/W2426659032","https://openalex.org/W2470239497","https://openalex.org/W2554971060","https://openalex.org/W2608239929","https://openalex.org/W2619103847"],"related_works":["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","https://openalex.org/W4318823662","https://openalex.org/W2768698792"],"abstract_inverted_index":{"Efficient":[0],"allocation":[1,82,95,123],"of":[2,49,105,143],"complex":[3,47],"tasks,":[4],"which":[5,84],"typically":[6],"include":[7],"heterogeneous":[8],"attributes":[9],"such":[10],"as":[11],"value,":[12],"difficulty,":[13],"skill":[14],"required,":[15],"effort":[16],"required":[17],"and":[18,36,72,97,115,141],"deadline,":[19],"is":[20],"a":[21,58,118],"challenging":[22],"open":[23],"problem":[24],"in":[25],"crowdsourcing.":[26],"Existing":[27],"approaches":[28],"are":[29],"mostly":[30],"designed":[31],"based":[32,134],"on":[33,40,135],"expert":[34],"knowledge":[35],"fail":[37],"to":[38,44,62,75,78],"leverage":[39],"user":[41],"generated":[42],"data":[43],"capture":[45],"the":[46,98,103,128,139],"interaction":[48],"crowdsourcing":[50],"participants'":[51],"behaviours.":[52],"In":[53],"this":[54,64,136],"paper,":[55],"we":[56],"propose":[57],"data-driven":[59],"learning":[60,71,74],"approach":[61,68],"address":[63],"challenge.":[65],"The":[66,89,109],"proposed":[67],"combines":[69],"supervised":[70],"reinforcement":[73],"enable":[76],"agents":[77],"imitate":[79],"human":[80,121],"task":[81,94,122],"strategies":[83,96],"have":[85,112],"shown":[86],"good":[87],"performance.":[88],"policy":[90],"network":[91,100],"component":[92,101],"selects":[93],"reputation":[99,107],"calculates":[102],"trends":[104],"worker":[106],"fluctuations.":[108],"two":[110],"networks":[111],"been":[113],"trained":[114],"evaluated":[116],"using":[117],"large-scale":[119],"real":[120],"strategy":[124],"dataset":[125,137],"derived":[126],"from":[127],"Agile":[129],"Manager":[130],"game.":[131],"Extensive":[132],"experiments":[133],"demonstrate":[138],"validity":[140],"efficiency":[142],"our":[144],"approach.":[145]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}