{"id":"https://openalex.org/W4383220334","doi":"https://doi.org/10.1109/tkde.2023.3292352","title":"Probabilistic Modeling of Assimilate-Contrast Effects in Online Rating Systems","display_name":"Probabilistic Modeling of Assimilate-Contrast Effects in Online Rating Systems","publication_year":2023,"publication_date":"2023-07-05","ids":{"openalex":"https://openalex.org/W4383220334","doi":"https://doi.org/10.1109/tkde.2023.3292352"},"language":"en","primary_location":{"id":"doi:10.1109/tkde.2023.3292352","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2023.3292352","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/A5064190343","display_name":"Hong Xie","orcid":"https://orcid.org/0000-0001-7935-7210"},"institutions":[{"id":"https://openalex.org/I4210123021","display_name":"Chongqing Institute of Green and Intelligent Technology","ror":"https://ror.org/031npqv35","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210123021"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hong Xie","raw_affiliation_strings":["Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences and Chongqing School, University of Chinese Academy of Sciences, Beijing, China","Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences and Chongqing School, University of Chinese Academy of Sciences, China"],"raw_orcid":"https://orcid.org/0000-0001-7935-7210","affiliations":[{"raw_affiliation_string":"Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences and Chongqing School, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210123021"]},{"raw_affiliation_string":"Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences and Chongqing School, University of Chinese Academy of Sciences, China","institution_ids":["https://openalex.org/I4210123021","https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000481567","display_name":"Mingze Zhong","orcid":null},"institutions":[{"id":"https://openalex.org/I4210123021","display_name":"Chongqing Institute of Green and Intelligent Technology","ror":"https://ror.org/031npqv35","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210123021"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingze Zhong","raw_affiliation_strings":["Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences and Chongqing School, University of Chinese Academy of Sciences, Beijing, China","Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences and Chongqing School, University of Chinese Academy of Sciences, China"],"raw_orcid":"https://orcid.org/0009-0009-9277-3767","affiliations":[{"raw_affiliation_string":"Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences and Chongqing School, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210123021"]},{"raw_affiliation_string":"Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences and Chongqing School, University of Chinese Academy of Sciences, China","institution_ids":["https://openalex.org/I4210123021","https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100662669","display_name":"Xiaoyu Shi","orcid":"https://orcid.org/0000-0002-4267-7795"},"institutions":[{"id":"https://openalex.org/I4210123021","display_name":"Chongqing Institute of Green and Intelligent Technology","ror":"https://ror.org/031npqv35","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210123021"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoyu Shi","raw_affiliation_strings":["Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences and Chongqing School, University of Chinese Academy of Sciences, Beijing, China","Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences and Chongqing School, University of Chinese Academy of Sciences, China"],"raw_orcid":"https://orcid.org/0000-0002-4267-7795","affiliations":[{"raw_affiliation_string":"Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences and Chongqing School, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210123021"]},{"raw_affiliation_string":"Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences and Chongqing School, University of Chinese Academy of Sciences, China","institution_ids":["https://openalex.org/I4210123021","https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102531689","display_name":"Xiaoying Zhang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xiaoying Zhang","raw_affiliation_strings":["Bytedance, Beijing, China","Bytedance"],"raw_orcid":"https://orcid.org/0000-0002-1238-879X","affiliations":[{"raw_affiliation_string":"Bytedance, Beijing, China","institution_ids":[]},{"raw_affiliation_string":"Bytedance","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101896227","display_name":"Jiang Zhong","orcid":"https://orcid.org/0000-0001-5479-318X"},"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":"Jiang Zhong","raw_affiliation_strings":["College of Computer Science, Chongqing University, Chongqing, China","College of Computer Science, Chongqing University, China"],"raw_orcid":"https://orcid.org/0000-0001-5479-318X","affiliations":[{"raw_affiliation_string":"College of Computer Science, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]},{"raw_affiliation_string":"College of Computer Science, Chongqing University, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091667639","display_name":"Mingsheng Shang","orcid":"https://orcid.org/0000-0002-7024-2270"},"institutions":[{"id":"https://openalex.org/I4210123021","display_name":"Chongqing Institute of Green and Intelligent Technology","ror":"https://ror.org/031npqv35","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210123021"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingsheng Shang","raw_affiliation_strings":["Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences and Chongqing School, University of Chinese Academy of Sciences, Beijing, China","Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences and Chongqing School, University of Chinese Academy of Sciences, China"],"raw_orcid":"https://orcid.org/0000-0002-7024-2270","affiliations":[{"raw_affiliation_string":"Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences and Chongqing School, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210123021"]},{"raw_affiliation_string":"Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences and Chongqing School, University of Chinese Academy of Sciences, China","institution_ids":["https://openalex.org/I4210123021","https://openalex.org/I4210165038"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.411,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.64809919,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"36","issue":"2","first_page":"795","last_page":"808"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9951000213623047,"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"}},"topics":[{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9951000213623047,"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/T10064","display_name":"Complex Network Analysis Techniques","score":0.989300012588501,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11644","display_name":"Spam and Phishing Detection","score":0.9871000051498413,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.744245171546936},{"id":"https://openalex.org/keywords/contrast","display_name":"Contrast (vision)","score":0.5942381024360657},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.5878428220748901},{"id":"https://openalex.org/keywords/aggregate","display_name":"Aggregate (composite)","score":0.4849724769592285},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.47093716263771057},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.44398459792137146},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4097874164581299},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.39261743426322937},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.19938302040100098}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.744245171546936},{"id":"https://openalex.org/C2776502983","wikidata":"https://www.wikidata.org/wiki/Q690182","display_name":"Contrast (vision)","level":2,"score":0.5942381024360657},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.5878428220748901},{"id":"https://openalex.org/C4679612","wikidata":"https://www.wikidata.org/wiki/Q866298","display_name":"Aggregate (composite)","level":2,"score":0.4849724769592285},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.47093716263771057},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44398459792137146},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4097874164581299},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.39261743426322937},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.19938302040100098},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.0},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tkde.2023.3292352","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2023.3292352","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/G3292563469","display_name":null,"funder_award_id":"61902042","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4764049442","display_name":null,"funder_award_id":"HZ2021017","funder_id":"https://openalex.org/F4320324805","funder_display_name":"Chongqing Municipal Education Commission"},{"id":"https://openalex.org/G4807448308","display_name":null,"funder_award_id":"HZ2021008","funder_id":"https://openalex.org/F4320324805","funder_display_name":"Chongqing Municipal Education Commission"},{"id":"https://openalex.org/G8687649489","display_name":null,"funder_award_id":"62176029","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/F4320321133","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35"},{"id":"https://openalex.org/F4320324805","display_name":"Chongqing Municipal Education Commission","ror":"https://ror.org/031nm5713"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W1486317198","https://openalex.org/W1970870846","https://openalex.org/W1991418309","https://openalex.org/W1992665562","https://openalex.org/W1994389483","https://openalex.org/W1999624853","https://openalex.org/W2012835407","https://openalex.org/W2026595357","https://openalex.org/W2034587223","https://openalex.org/W2050096199","https://openalex.org/W2063248556","https://openalex.org/W2080320419","https://openalex.org/W2112204913","https://openalex.org/W2116354394","https://openalex.org/W2117400432","https://openalex.org/W2128383499","https://openalex.org/W2136891251","https://openalex.org/W2147453867","https://openalex.org/W2187897452","https://openalex.org/W2341865734","https://openalex.org/W2514896200","https://openalex.org/W2734755249","https://openalex.org/W2746675896","https://openalex.org/W2892821876","https://openalex.org/W2981055564","https://openalex.org/W3047311758","https://openalex.org/W3125399184","https://openalex.org/W3128602445","https://openalex.org/W3153943746","https://openalex.org/W6684745505","https://openalex.org/W6732025280"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4290792893","https://openalex.org/W4306674287","https://openalex.org/W4224009465","https://openalex.org/W2895096066","https://openalex.org/W4286629047","https://openalex.org/W4306321456","https://openalex.org/W4285260836","https://openalex.org/W3046775127","https://openalex.org/W3170094116"],"abstract_inverted_index":{"Online":[0],"rating":[1,57,109,117,144,147,177,183,187,194,214,248],"system":[2,178],"serves":[3],"as":[4,48],"an":[5,42,63,152],"indispensable":[6],"building":[7],"block":[8],"for":[9],"many":[10],"web":[11],"applications.":[12],"Previous":[13],"studies":[14],"showed":[15],"that":[16,106,132,208,240],"due":[17],"to":[18,29,66,80,90,104,130,154,180,193,245],"assimilate-contrast":[19,40,72,97,137],"effects,":[20,41],"historical":[21],"ratings":[22],"could":[23],"significantly":[24],"distort":[25],"users'":[26],"ratings,":[27],"leading":[28],"low":[30],"accuracy":[31,70,218],"of":[32,136,235],"product":[33,68,198],"quality":[34],"estimation":[35,69],"and":[36,173,186,197,216],"recommendation.":[37],"To":[38],"understand":[39],"\u201caccurate\u201d":[43],"model":[44,89,210,237],"is":[45,74],"still":[46],"missing":[47],"previous":[49,220],"models":[50,221],"do":[51],"not":[52],"capture":[53],"important":[54,94,163],"factors":[55,95,169],"like":[56,226],"recency,":[58],"selection":[59],"bias,":[60],"etc.":[61,229],"Furthermore,":[62],"analytical":[64],"framework":[65],"characterize":[67,155],"under":[71,119,146,223],"effects":[73],"also":[75,124,150,231],"missing.":[76],"This":[77],"paper":[78],"aims":[79],"fill":[81],"in":[82],"this":[83],"gap.":[84],"We":[85,99,123,149,190,230],"propose":[86],"a":[87],"probabilistic":[88],"quantify":[91],"the":[92,108,115,134,142,156,167,171,175,213,233],"aforementioned":[93,168],"on":[96,165,203],"effects.":[98],"apply":[100,125,191],"stochastic":[101],"approximation":[102],"theory":[103,129],"show":[105,131,207],"when":[107,133],"bias":[110],"satisfies":[111,138],"mild":[112,139],"contraction":[113],"conditions,":[114,141],"aggregate":[116,120,143,158],"converges":[118,145],"opinion":[121],"heterogeneity.":[122],"non-stationary":[126],"Markov":[127],"chain":[128],"strength":[135],"stable":[140],"recency.":[148],"derive":[151],"equation":[153],"converged":[157],"ratings.":[159],"These":[160],"conditions":[161],"reveal":[162],"insights":[164],"how":[166],"influence":[170],"convergence":[172],"guide":[174],"online":[176],"operator":[179],"design":[181],"appropriate":[182],"aggregation":[184],"rules":[185],"displaying":[188],"strategies.":[189],"it":[192,241],"prediction":[195,215],"tasks":[196],"recommendation":[199,217],"tasks.":[200],"Experiment":[201],"results":[202],"four":[204],"public":[205],"datasets":[206],"our":[209,236],"can":[211,242],"improve":[212],"over":[219],"significantly,":[222],"various":[224],"metrics":[225],"RMSE,":[227],"NDCG,":[228],"demonstrate":[232],"flexibility":[234],"by":[238],"showing":[239],"be":[243],"applied":[244],"enhance":[246],"other":[247],"behavior":[249],"models.":[250]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}