{"id":"https://openalex.org/W4390812851","doi":"https://doi.org/10.1177/01655515231220172","title":"A linguistically asymmetric similarity decision model integrating item tendency for rating predictions","display_name":"A linguistically asymmetric similarity decision model integrating item tendency for rating predictions","publication_year":2024,"publication_date":"2024-01-12","ids":{"openalex":"https://openalex.org/W4390812851","doi":"https://doi.org/10.1177/01655515231220172"},"language":"en","primary_location":{"id":"doi:10.1177/01655515231220172","is_oa":false,"landing_page_url":"https://doi.org/10.1177/01655515231220172","pdf_url":null,"source":{"id":"https://openalex.org/S68913162","display_name":"Journal of Information Science","issn_l":"0165-5515","issn":["0165-5515","1741-6485"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Information Science","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/A5101898783","display_name":"Jiangzhou Deng","orcid":"https://orcid.org/0000-0003-4761-132X"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Deng Jiangzhou","raw_affiliation_strings":["Key Laboratory of Electronic Commerce and Logistics of Chongqing, Chongqing University of Posts and Telecommunications, China"],"raw_orcid":"https://orcid.org/0000-0003-4761-132X","affiliations":[{"raw_affiliation_string":"Key Laboratory of Electronic Commerce and Logistics of Chongqing, Chongqing University of Posts and Telecommunications, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Wang Songli","orcid":null},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wang Songli","raw_affiliation_strings":["Key Laboratory of Electronic Commerce and Logistics of Chongqing, Chongqing University of Posts and Telecommunications, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Electronic Commerce and Logistics of Chongqing, Chongqing University of Posts and Telecommunications, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009777776","display_name":"Qi Wu","orcid":"https://orcid.org/0000-0001-8304-1753"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wu Qi","raw_affiliation_strings":["Key Laboratory of Electronic Commerce and Logistics of Chongqing, Chongqing University of Posts and Telecommunications, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Electronic Commerce and Logistics of Chongqing, Chongqing University of Posts and Telecommunications, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054094664","display_name":"YE Jian-mei","orcid":null},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]},{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ye Jianmei","raw_affiliation_strings":["Key Laboratory of Electronic Commerce and Logistics of Chongqing, Chongqing University of Posts and Telecommunications, China; School of Business, Sichuan University, China","School of Business, Sichuan University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Electronic Commerce and Logistics of Chongqing, Chongqing University of Posts and Telecommunications, China; School of Business, Sichuan University, China","institution_ids":["https://openalex.org/I10535382","https://openalex.org/I24185976"]},{"raw_affiliation_string":"School of Business, Sichuan University, China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052330166","display_name":"Yong Wang","orcid":"https://orcid.org/0000-0002-5247-043X"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wang Yong","raw_affiliation_strings":["Key Laboratory of Electronic Commerce and Logistics of Chongqing, Chongqing University of Posts and Telecommunications, China"],"raw_orcid":"https://orcid.org/0000-0002-5247-043X","affiliations":[{"raw_affiliation_string":"Key Laboratory of Electronic Commerce and Logistics of Chongqing, Chongqing University of Posts and Telecommunications, China","institution_ids":["https://openalex.org/I10535382"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5101898783"],"corresponding_institution_ids":["https://openalex.org/I10535382"],"apc_list":null,"apc_paid":null,"fwci":0.6396,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.69165992,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"52","issue":"3","first_page":"746","last_page":"762"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9998000264167786,"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":0.9998000264167786,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9868000149726868,"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/T10609","display_name":"Digital Marketing and Social Media","score":0.9836000204086304,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6744195222854614},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.6585530042648315},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.5402131080627441},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4905316233634949},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4898538291454315},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.4798550009727478},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.4491720199584961},{"id":"https://openalex.org/keywords/fuzzy-set","display_name":"Fuzzy set","score":0.4466184675693512},{"id":"https://openalex.org/keywords/collaborative-filtering","display_name":"Collaborative filtering","score":0.44582170248031616},{"id":"https://openalex.org/keywords/semantic-similarity","display_name":"Semantic similarity","score":0.43832987546920776},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.43302708864212036},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4034780263900757},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3949379622936249},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.39035624265670776},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.32179585099220276},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.28876572847366333}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6744195222854614},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.6585530042648315},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.5402131080627441},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4905316233634949},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4898538291454315},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.4798550009727478},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.4491720199584961},{"id":"https://openalex.org/C42011625","wikidata":"https://www.wikidata.org/wiki/Q1055058","display_name":"Fuzzy set","level":3,"score":0.4466184675693512},{"id":"https://openalex.org/C21569690","wikidata":"https://www.wikidata.org/wiki/Q94702","display_name":"Collaborative filtering","level":3,"score":0.44582170248031616},{"id":"https://openalex.org/C130318100","wikidata":"https://www.wikidata.org/wiki/Q2268914","display_name":"Semantic similarity","level":2,"score":0.43832987546920776},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.43302708864212036},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4034780263900757},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3949379622936249},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.39035624265670776},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.32179585099220276},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.28876572847366333},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1177/01655515231220172","is_oa":false,"landing_page_url":"https://doi.org/10.1177/01655515231220172","pdf_url":null,"source":{"id":"https://openalex.org/S68913162","display_name":"Journal of Information Science","issn_l":"0165-5515","issn":["0165-5515","1741-6485"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Information Science","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.7400000095367432}],"awards":[{"id":"https://openalex.org/G1871489870","display_name":null,"funder_award_id":"62272077","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5040985802","display_name":null,"funder_award_id":"72301050","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5393920580","display_name":null,"funder_award_id":"2021M702321","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G8286212554","display_name":null,"funder_award_id":"KJQN202100603","funder_id":"https://openalex.org/F4320324805","funder_display_name":"Chongqing Municipal Education Commission"},{"id":"https://openalex.org/G8748388345","display_name":null,"funder_award_id":"KJQN202300605","funder_id":"https://openalex.org/F4320324805","funder_display_name":"Chongqing Municipal Education Commission"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"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":33,"referenced_works":["https://openalex.org/W1965757506","https://openalex.org/W1966553486","https://openalex.org/W1984880160","https://openalex.org/W2003274231","https://openalex.org/W2018597607","https://openalex.org/W2149197198","https://openalex.org/W2165094119","https://openalex.org/W2341865734","https://openalex.org/W2470897470","https://openalex.org/W2474884296","https://openalex.org/W2494898907","https://openalex.org/W2595589185","https://openalex.org/W2608982575","https://openalex.org/W2741124718","https://openalex.org/W2791377954","https://openalex.org/W2803159672","https://openalex.org/W2828158755","https://openalex.org/W2910257236","https://openalex.org/W2923583643","https://openalex.org/W2952587691","https://openalex.org/W2983877531","https://openalex.org/W3035059451","https://openalex.org/W3047350145","https://openalex.org/W3092727413","https://openalex.org/W3126805253","https://openalex.org/W3148926968","https://openalex.org/W3156904194","https://openalex.org/W3164231936","https://openalex.org/W3174463852","https://openalex.org/W3180187578","https://openalex.org/W4200416118","https://openalex.org/W4206907565","https://openalex.org/W4210535201"],"related_works":["https://openalex.org/W3014393615","https://openalex.org/W131178872","https://openalex.org/W2389818373","https://openalex.org/W2796850053","https://openalex.org/W237510953","https://openalex.org/W2362248139","https://openalex.org/W2165888085","https://openalex.org/W2389600025","https://openalex.org/W2076210137","https://openalex.org/W2984080994"],"abstract_inverted_index":{"Neighbourhood-based":[0],"collaborative":[1],"filtering":[2],"(CF)":[3],"methods":[4,141],"typically":[5],"rely":[6],"only":[7],"on":[8,71,90,129],"user":[9,22],"rating":[10,125],"information":[11],"for":[12,37,113,191],"similarity":[13,54,91,140,156,193],"calculation,":[14],"without":[15],"considering":[16],"linguistic":[17,50,61],"concepts":[18],"(terms)":[19],"that":[20,56,135],"reflect":[21],"fuzzy":[23,153],"preferences.":[24],"However,":[25],"in":[26],"real-world":[27],"decision-making":[28],"processes,":[29],"users":[30,69],"often":[31],"prefer":[32],"to":[33,63,100,123],"express":[34],"their":[35],"preferences":[36],"items":[38,89,118,195],"linguistically":[39],"rather":[40],"than":[41],"numerically.":[42],"Inspired":[43],"by":[44,165],"this,":[45],"we":[46,77,111],"propose":[47],"a":[48,95,188],"probabilistic":[49],"term":[51],"set\u2013based":[52,154],"item":[53,98],"method":[55,137],"transforms":[57],"absolute":[58,176],"ratings":[59],"into":[60,79],"terms":[62],"capture":[64],"the":[65,81,105,114,149,159,163,173],"degree":[66],"of":[67,84,107],"importance":[68],"place":[70],"explicit":[72],"aspects":[73],"and":[74,93,169,181,199],"opinions.":[75],"Furthermore,":[76],"take":[78],"account":[80,112],"positive":[82],"impact":[83],"users\u2019":[85],"preferred":[86],"consistency":[87],"towards":[88],"results":[92],"introduce":[94],"Bhattacharyya":[96],"coefficient\u2013based":[97],"tendency":[99],"adjust":[101],"semantic":[102],"similarities,":[103],"enhancing":[104],"reliability":[106],"predictions.":[108,126],"In":[109],"addition,":[110],"asymmetric":[115],"relation":[116],"between":[117,194],"when":[119],"selecting":[120],"appropriate":[121],"neighbours":[122],"optimise":[124],"The":[127],"experiments":[128],"two":[130],"benchmark":[131],"data":[132],"sets":[133],"indicate":[134],"our":[136,185],"outperforms":[138],"existing":[139],"across":[142],"various":[143],"evaluation":[144],"metrics.":[145],"Specifically,":[146],"compared":[147],"with":[148],"state-of-the-art":[150],"method,":[151],"intuitionistic":[152],"hybrid":[155],"model":[157,161],"(IFS-HSM),":[158],"proposed":[160],"improves":[162],"performance":[164],"at":[166],"least":[167],"2.1%":[168],"1.9%,":[170],"respectively,":[171],"within":[172],"metrics":[174],"mean":[175],"error":[177],"(":[178],"MAE":[179],")":[180],"F":[182],"1.":[183],"Moreover,":[184],"approach":[186],"provides":[187],"new":[189],"insight":[190],"measuring":[192],"from":[196],"both":[197],"qualitative":[198],"quantitative":[200],"perspectives.":[201]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-07T06:13:29.825681","created_date":"2025-10-10T00:00:00"}
