{"id":"https://openalex.org/W4410044258","doi":"https://doi.org/10.1145/3733596","title":"Preference Logical Reasoning with Preference Operators for Explainable Recommendations","display_name":"Preference Logical Reasoning with Preference Operators for Explainable Recommendations","publication_year":2025,"publication_date":"2025-05-02","ids":{"openalex":"https://openalex.org/W4410044258","doi":"https://doi.org/10.1145/3733596"},"language":"en","primary_location":{"id":"doi:10.1145/3733596","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3733596","pdf_url":null,"source":{"id":"https://openalex.org/S4394735545","display_name":"ACM Transactions on Information Systems","issn_l":"1046-8188","issn":["1046-8188","1558-2868"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Information Systems","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/A5100325880","display_name":"Fei Li","orcid":"https://orcid.org/0000-0003-1372-3999"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Fei Li","raw_affiliation_strings":["Software College, Northeastern University, Shenyang, China","Software College, Northeastern University, China"],"affiliations":[{"raw_affiliation_string":"Software College, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]},{"raw_affiliation_string":"Software College, Northeastern University, China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086494876","display_name":"Enneng Yang","orcid":"https://orcid.org/0000-0001-5419-5286"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Enneng Yang","raw_affiliation_strings":["Software College, Northeastern University, Shenyang, China","Software College, Northeastern University, China"],"affiliations":[{"raw_affiliation_string":"Software College, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]},{"raw_affiliation_string":"Software College, Northeastern University, China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007061198","display_name":"Guibing Guo","orcid":"https://orcid.org/0000-0002-1709-5056"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guibing Guo","raw_affiliation_strings":["Software College, Northeastern University, Shenyang, China","Software College, Northeastern University, China"],"affiliations":[{"raw_affiliation_string":"Software College, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]},{"raw_affiliation_string":"Software College, Northeastern University, China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055317343","display_name":"Linying Jiang","orcid":"https://orcid.org/0000-0001-7492-0473"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Linying Jiang","raw_affiliation_strings":["Software College, Northeastern University, Shenyang, China","Software College, Northeastern University, China"],"affiliations":[{"raw_affiliation_string":"Software College, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]},{"raw_affiliation_string":"Software College, Northeastern University, China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000544808","display_name":"Jianzhe Zhao","orcid":"https://orcid.org/0000-0003-4492-5075"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianzhe Zhao","raw_affiliation_strings":["Software College, Northeastern University, Shenyang, China","Software College, Northeastern University, China"],"affiliations":[{"raw_affiliation_string":"Software College, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]},{"raw_affiliation_string":"Software College, Northeastern University, China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100326915","display_name":"Xingwei Wang","orcid":"https://orcid.org/0000-0003-2856-4716"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xingwei Wang","raw_affiliation_strings":["School of Computer Science and Engineering, Northeastern University, Shenyang, China","School of Computer Science and Engineering, Northeastern University, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Northeastern University, China","institution_ids":["https://openalex.org/I9224756"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5100325880"],"corresponding_institution_ids":["https://openalex.org/I9224756"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.12375538,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"43","issue":"4","first_page":"1","last_page":"30"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9994000196456909,"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":0.9994000196456909,"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.9983000159263611,"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/T11106","display_name":"Data Management and Algorithms","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/preference","display_name":"Preference","score":0.8531168699264526},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.37761062383651733},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3730323612689972},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.18478748202323914},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.08074769377708435}],"concepts":[{"id":"https://openalex.org/C2781249084","wikidata":"https://www.wikidata.org/wiki/Q908656","display_name":"Preference","level":2,"score":0.8531168699264526},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.37761062383651733},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3730323612689972},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.18478748202323914},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.08074769377708435}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3733596","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3733596","pdf_url":null,"source":{"id":"https://openalex.org/S4394735545","display_name":"ACM Transactions on Information Systems","issn_l":"1046-8188","issn":["1046-8188","1558-2868"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Information Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2911570275","display_name":null,"funder_award_id":"2024-MSBA-49","funder_id":"https://openalex.org/F4320323086","funder_display_name":"Natural Science Foundation of Liaoning Province"},{"id":"https://openalex.org/G8990108512","display_name":null,"funder_award_id":"62032013 and 62102074","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/F4320323086","display_name":"Natural Science Foundation of Liaoning Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":53,"referenced_works":["https://openalex.org/W128638292","https://openalex.org/W2064675550","https://openalex.org/W2099813784","https://openalex.org/W2184148260","https://openalex.org/W2184957013","https://openalex.org/W2244405900","https://openalex.org/W2283196293","https://openalex.org/W2509893387","https://openalex.org/W2604662567","https://openalex.org/W2605350416","https://openalex.org/W2759136286","https://openalex.org/W2788490371","https://openalex.org/W2793768763","https://openalex.org/W2801992635","https://openalex.org/W2911778742","https://openalex.org/W2914304175","https://openalex.org/W2914721378","https://openalex.org/W2945623882","https://openalex.org/W2945827670","https://openalex.org/W2950275995","https://openalex.org/W2963146368","https://openalex.org/W2963323306","https://openalex.org/W2963367478","https://openalex.org/W2966349618","https://openalex.org/W2971196067","https://openalex.org/W2984100107","https://openalex.org/W3024683329","https://openalex.org/W3035287707","https://openalex.org/W3035419191","https://openalex.org/W3045200674","https://openalex.org/W3093531652","https://openalex.org/W3093532296","https://openalex.org/W3093945404","https://openalex.org/W3098723082","https://openalex.org/W3104030692","https://openalex.org/W3139669840","https://openalex.org/W3153088333","https://openalex.org/W3153687269","https://openalex.org/W3156113941","https://openalex.org/W3190867660","https://openalex.org/W4220770035","https://openalex.org/W4224307896","https://openalex.org/W4224315096","https://openalex.org/W4239019441","https://openalex.org/W4251334431","https://openalex.org/W4285294723","https://openalex.org/W4296591835","https://openalex.org/W4300672471","https://openalex.org/W4367628378","https://openalex.org/W4385767379","https://openalex.org/W4392384521","https://openalex.org/W4400525003","https://openalex.org/W4400530533"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Preference":[0],"logical":[1,117],"reasoning":[2,118],"utilizes":[3],"user-item":[4],"interactions":[5],"(e.g.,":[6],"ratings":[7,36,51,59,99,157,160],"and":[8,14,37,140,147,211,243],"reviews)":[9],"to":[10,23,65,153],"infer":[11],"user":[12,16,69,209,244],"preferences":[13,210],"discover":[15],"decision":[17,245],"paths":[18],"from":[19],"the":[20,25,35,88,105,127,133,151,168,174,179,186,191,199,203,213,232],"knowledge":[21],"graph":[22],"enhance":[24,212],"explainability":[26,214],"of":[27,39,68,76,87,130,170,182,194,215,234,240],"item":[28,41,134,152,216],"recommendations.":[29,217],"However,":[30],"existing":[31],"algorithms":[32],"assume":[33],"that":[34,82,94,161,226],"reviews":[38,54,102,139],"any":[40],"are":[42],"always":[43],"consistent,":[44],"ignoring":[45],"situations":[46],"where":[47],"items":[48,56,96],"with":[49,57,97],"high":[50,98],"have":[52],"negative":[53,101],"or":[55,158],"low":[58],"but":[60,100],"positive":[61],"reviews.":[62],"This":[63],"leads":[64],"inaccurate":[66],"learning":[67],"preferences.":[70,166],"In":[71,167],"fact,":[72],"through":[73],"experimental":[74,219],"analysis":[75],"two":[77,142],"real":[78,223],"datasets,":[79],"we":[80,112,125,206],"found":[81],"on":[83,121,221],"average,":[84],"about":[85],"10%":[86],"interactive":[89],"data":[90],"exhibited":[91],"this":[92,110],"inconsistency,":[93],"is,":[95],"appear":[103],"in":[104,138,202,238],"recommendation":[106,241],"list.":[107],"To":[108],"address":[109],"issue,":[111],"propose":[113],"a":[114],"general":[115],"preference":[116,122,143,171,176,188,200,204],"method":[119,228],"based":[120],"operators.":[123],"Specifically,":[124],"capture":[126],"semantic":[128],"information":[129],"users":[131],"toward":[132],"(its":[135],"corresponding":[136],"attributes)":[137],"define":[141],"operators":[144,201],"(":[145],"like":[146,175],"dislike":[148,187],")":[149],"for":[150],"correct":[154],"ambiguous":[155],"neutral":[156],"false":[159],"do":[162],"not":[163],"reflect":[164],"true":[165],"process":[169],"path":[172],"reasoning,":[173],"operator":[177,189],"increases":[178],"occurrence":[180,192],"probability":[181,193],"liked":[183],"items,":[184],"while":[185],"reduces":[190],"disliked":[195],"items.":[196],"By":[197],"fusing":[198],"path,":[205],"obtain":[207],"consistent":[208],"The":[218],"results":[220],"four":[222],"datasets":[224],"demonstrate":[225],"our":[227],"can":[229],"effectively":[230],"improve":[231],"performance":[233],"all":[235],"comparison":[236],"baselines":[237],"terms":[239],"accuracy":[242],"explainability.":[246]},"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
