{"id":"https://openalex.org/W3021826262","doi":"https://doi.org/10.1109/tkde.2020.2993272","title":"A Self-Play and Sentiment-Emphasized Comment Integration Framework Based on Deep Q-Learning in a Crowdsourcing Scenario","display_name":"A Self-Play and Sentiment-Emphasized Comment Integration Framework Based on Deep Q-Learning in a Crowdsourcing Scenario","publication_year":2020,"publication_date":"2020-05-08","ids":{"openalex":"https://openalex.org/W3021826262","doi":"https://doi.org/10.1109/tkde.2020.2993272","mag":"3021826262"},"language":"en","primary_location":{"id":"doi:10.1109/tkde.2020.2993272","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2020.2993272","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Knowledge and Data Engineering","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/A5041302956","display_name":"Huan Rong","orcid":"https://orcid.org/0000-0003-0542-1827"},"institutions":[{"id":"https://openalex.org/I200845125","display_name":"Nanjing University of Information Science and Technology","ror":"https://ror.org/02y0rxk19","country_code":"CN","type":"education","lineage":["https://openalex.org/I200845125"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huan Rong","raw_affiliation_strings":["School of Artificial Intelligence, Nanjing University of Information Science and Technology, Jiangsu, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0003-0542-1827","affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence, Nanjing University of Information Science and Technology, Jiangsu, Nanjing, China","institution_ids":["https://openalex.org/I200845125"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051706630","display_name":"Victor S. Sheng","orcid":"https://orcid.org/0000-0003-4960-174X"},"institutions":[{"id":"https://openalex.org/I12315562","display_name":"Texas Tech University","ror":"https://ror.org/0405mnx93","country_code":"US","type":"education","lineage":["https://openalex.org/I12315562"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Victor S. Sheng","raw_affiliation_strings":["Department of Computer Science, Texas Tech University, Lubbock, TX, USA"],"raw_orcid":"https://orcid.org/0000-0003-4960-174X","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Texas Tech University, Lubbock, TX, USA","institution_ids":["https://openalex.org/I12315562"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053920875","display_name":"Tinghuai Ma","orcid":"https://orcid.org/0000-0003-2320-1692"},"institutions":[{"id":"https://openalex.org/I200845125","display_name":"Nanjing University of Information Science and Technology","ror":"https://ror.org/02y0rxk19","country_code":"CN","type":"education","lineage":["https://openalex.org/I200845125"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tinghuai Ma","raw_affiliation_strings":["School of Computer and Software, Nanjing University of Information Science and Technology, Jiangsu, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0003-2320-1692","affiliations":[{"raw_affiliation_string":"School of Computer and Software, Nanjing University of Information Science and Technology, Jiangsu, Nanjing, China","institution_ids":["https://openalex.org/I200845125"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044123636","display_name":"Yang Zhou","orcid":"https://orcid.org/0000-0001-7839-4933"},"institutions":[{"id":"https://openalex.org/I82497590","display_name":"Auburn University","ror":"https://ror.org/02v80fc35","country_code":"US","type":"education","lineage":["https://openalex.org/I82497590"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yang Zhou","raw_affiliation_strings":["Department of Computer Science and Software Engineering, Auburn University, Auburn, AL, USA"],"raw_orcid":"https://orcid.org/0000-0001-7839-4933","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Software Engineering, Auburn University, Auburn, AL, USA","institution_ids":["https://openalex.org/I82497590"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023598867","display_name":"Mznah Al\u2010Rodhaan","orcid":"https://orcid.org/0000-0002-9790-5345"},"institutions":[{"id":"https://openalex.org/I28022161","display_name":"King Saud University","ror":"https://ror.org/02f81g417","country_code":"SA","type":"education","lineage":["https://openalex.org/I28022161"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Mznah Al-Rodhaan","raw_affiliation_strings":["College of Computer and Information Sciences, King Saud University, Riyadh, Kingdom of Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-9790-5345","affiliations":[{"raw_affiliation_string":"College of Computer and Information Sciences, King Saud University, Riyadh, Kingdom of Saudi Arabia","institution_ids":["https://openalex.org/I28022161"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":2045,"currency":"USD","value_usd":2045},"apc_paid":null,"fwci":1.9982,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.88794445,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":97},"biblio":{"volume":"34","issue":"3","first_page":"1021","last_page":"1037"},"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/T10260","display_name":"Software Engineering Research","score":0.9957000017166138,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.991100013256073,"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":0.8500051498413086},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6023946404457092},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.5922353267669678},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5657399892807007},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.29788345098495483}],"concepts":[{"id":"https://openalex.org/C62230096","wikidata":"https://www.wikidata.org/wiki/Q275969","display_name":"Crowdsourcing","level":2,"score":0.8500051498413086},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6023946404457092},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5922353267669678},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5657399892807007},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.29788345098495483}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tkde.2020.2993272","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2020.2993272","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Knowledge and Data Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6225290239","display_name":null,"funder_award_id":"61876217","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6560771554","display_name":null,"funder_award_id":"U1736105","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"},{"id":"https://openalex.org/F4320321145","display_name":"King Saud University","ror":"https://ror.org/02f81g417"},{"id":"https://openalex.org/F4320322725","display_name":"China Scholarship Council","ror":"https://ror.org/04atp4p48"},{"id":"https://openalex.org/F4320335012","display_name":"Female Center for Scientific and Medical Colleges, King Saud University","ror":"https://ror.org/02f81g417"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":52,"referenced_works":["https://openalex.org/W6908809","https://openalex.org/W108763474","https://openalex.org/W1557517019","https://openalex.org/W2014478203","https://openalex.org/W2014545475","https://openalex.org/W2018547763","https://openalex.org/W2033026043","https://openalex.org/W2053757129","https://openalex.org/W2107726111","https://openalex.org/W2112663282","https://openalex.org/W2137165445","https://openalex.org/W2161816739","https://openalex.org/W2170213349","https://openalex.org/W2295086410","https://openalex.org/W2317879529","https://openalex.org/W2475282416","https://openalex.org/W2530979053","https://openalex.org/W2579653291","https://openalex.org/W2585226541","https://openalex.org/W2586561586","https://openalex.org/W2598946096","https://openalex.org/W2746553466","https://openalex.org/W2783821110","https://openalex.org/W2790702239","https://openalex.org/W2803483156","https://openalex.org/W2809191921","https://openalex.org/W2894389820","https://openalex.org/W2906329876","https://openalex.org/W2921713999","https://openalex.org/W2927490800","https://openalex.org/W2945703303","https://openalex.org/W2952138241","https://openalex.org/W2963698657","https://openalex.org/W2964397271","https://openalex.org/W2965263145","https://openalex.org/W2984582982","https://openalex.org/W2997070234","https://openalex.org/W4235765578","https://openalex.org/W4288278776","https://openalex.org/W6600284362","https://openalex.org/W6679959949","https://openalex.org/W6680957539","https://openalex.org/W6680997163","https://openalex.org/W6683204974","https://openalex.org/W6685160515","https://openalex.org/W6686975137","https://openalex.org/W6711814783","https://openalex.org/W6731957745","https://openalex.org/W6732630279","https://openalex.org/W6755156419","https://openalex.org/W6762946645","https://openalex.org/W6766390276"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W3032998312","https://openalex.org/W1503094549","https://openalex.org/W4384486036","https://openalex.org/W135177976","https://openalex.org/W2337920774","https://openalex.org/W4318823662","https://openalex.org/W2886410948","https://openalex.org/W2025875869"],"abstract_inverted_index":{"Crowdsourcing":[0],"is":[1],"a":[2,86,110,146],"hotspot":[3],"research":[4,20],"field":[5],"which":[6],"can":[7,104,131],"facilitate":[8],"machine":[9,50],"learning":[10,51],"by":[11,73,121,129],"collecting":[12],"labels":[13,34,44,68],"to":[14,31,36,48,69,157],"train":[15],"models.":[16,52],"Consequently,":[17],"the":[18,42,59,78,81,106,117,125,139,149,152,159,175,188],"state-of-the-art":[19,189],"efforts":[21],"in":[22,54,64,109,151,155,179],"crowdsourcing":[23,65],"focus":[24],"on":[25,94,116,167],"truth":[26,62,119],"inference":[27,63],"or":[28,35,161],"label":[29],"integration,":[30],"remove":[32],"inconsistent":[33],"alleviate":[37],"biased":[38],"labeling.":[39],"In":[40],"turn,":[41],"integrated":[43,126,153],"will":[45],"be":[46],"used":[47],"fine-tune":[49],"Particularly,":[53],"this":[55],"paper,":[56],"we":[57,88],"change":[58],"target":[60],"of":[61,80,181],"from":[66],"discrete":[67],"multiple":[70],"comments":[71],"given":[72],"online":[74],"participants,":[75],"that":[76,171],"is,":[77],"integration":[79,108],"crowdsourced":[82],"comments.":[83],"For":[84],"such":[85],"goal,":[87],"propose":[89],"aSelf-play":[90],"andSentiment-EmphasizedCommentIntegrationFramework":[91],"(SSECIF),":[92],"based":[93],"deepQ-learning,":[95],"with":[96,135,145,187],"three":[97],"unique":[98],"features.":[99],"First,":[100],"our":[101],"framework":[102,141],"SSECIF":[103,130,142,172],"generate":[105],"comment":[107,127],"totally":[111],"self-play":[112],"way,":[113],"without":[114],"relying":[115],"ground":[118],"generated":[120,128],"human":[122],"effort.":[123],"Second,":[124],"include":[132],"salient":[133],"content":[134],"low":[136],"redundancy.":[137],"Third,":[138],"proposed":[140],"has":[143,173],"emphasized,":[144],"higher":[147],"intensity,":[148],"sentiment":[150],"comment,":[154],"order":[156],"reflect":[158],"attitude":[160],"opinion":[162],"more":[163],"obviously.":[164],"Extensive":[165],"evaluation":[166],"real-world":[168],"datasets":[169],"demonstrates":[170],"achieved":[174],"best":[176],"overall":[177],"performance":[178],"terms":[180],"both":[182],"effectiveness":[183],"and":[184],"efficiency,":[185],"compared":[186],"methods.":[190]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":4},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":2}],"updated_date":"2026-08-28T12:50:07.497085","created_date":"2025-10-10T00:00:00"}
