{"id":"https://openalex.org/W4404314218","doi":"https://doi.org/10.48550/arxiv.2410.20580","title":"Coherence-guided Preference Disentanglement for Cross-domain\n Recommendations","display_name":"Coherence-guided Preference Disentanglement for Cross-domain\n Recommendations","publication_year":2024,"publication_date":"2024-10-27","ids":{"openalex":"https://openalex.org/W4404314218","doi":"https://doi.org/10.48550/arxiv.2410.20580"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2410.20580","pdf_url":"http://arxiv.org/pdf/2410.20580","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":["Cornell University"],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false},"type":"preprint","type_crossref":"posted-content","indexed_in":["arxiv"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://arxiv.org/pdf/2410.20580","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5029916241","display_name":"Zou Xiang","orcid":"https://orcid.org/0000-0003-3925-0296"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xiang, Zongyi","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100456377","display_name":"Yan Zhang","orcid":"https://orcid.org/0000-0003-1585-0801"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Yan","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080093489","display_name":"Lixin Duan","orcid":"https://orcid.org/0000-0002-0723-4016"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Duan, Lixin","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088492734","display_name":"Hongzhi Yin","orcid":"https://orcid.org/0000-0003-1395-261X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yin, Hongzhi","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5021751767","display_name":"Ivor W. Tsang","orcid":"https://orcid.org/0000-0001-8095-4637"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tsang, Ivor W.","raw_affiliation_strings":[],"affiliations":[]}],"institution_assertions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":0,"max":84},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.997,"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":0.997,"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":0.9799,"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/T10028","display_name":"Topic Modeling","score":0.9673,"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":[],"concepts":[{"id":"https://openalex.org/C2781181686","wikidata":"https://www.wikidata.org/wiki/Q4226068","display_name":"Coherence (philosophical gambling strategy)","level":2,"score":0.6901569},{"id":"https://openalex.org/C2781249084","wikidata":"https://www.wikidata.org/wiki/Q908656","display_name":"Preference","level":2,"score":0.66470695},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4611476},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.32844383},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.32389826},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.27077824},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2035892}],"mesh":[],"locations_count":1,"locations":[{"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2410.20580","pdf_url":"http://arxiv.org/pdf/2410.20580","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":["Cornell University"],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false}],"best_oa_location":{"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2410.20580","pdf_url":"http://arxiv.org/pdf/2410.20580","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":["Cornell University"],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false},"sustainable_development_goals":[],"grants":[],"datasets":[],"versions":[],"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4396701345","https://openalex.org/W4396696052","https://openalex.org/W4391913857","https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2376932109","https://openalex.org/W2358668433","https://openalex.org/W2001405890"],"abstract_inverted_index":{"Discovering":[0],"user":[1,91,101,133],"preferences":[2,92,97,134],"across":[3],"different":[4],"domains":[5,55],"is":[6],"pivotal":[7],"in":[8,59,119,166],"cross-domain":[9,46,76,168],"recommendation":[10,47,77,169],"systems,":[11],"particularly":[12],"when":[13],"platforms":[14],"lack":[15],"comprehensive":[16],"user-item":[17],"interactive":[18],"data.":[19],"The":[20],"limited":[21,57],"presence":[22],"of":[23,31,51,89,113,132,155],"shared":[24,36,52,82,90,114,121],"users":[25],"often":[26],"hampers":[27],"the":[28,49,87,130,152],"effective":[29],"modeling":[30],"common":[32],"preferences.":[33],"While":[34],"leveraging":[35],"items'":[37],"attributes,":[38],"such":[39],"as":[40],"category":[41],"and":[42,93,115,140],"popularity,":[43],"can":[44],"enhance":[45],"performance,":[48],"scarcity":[50],"items":[53],"between":[54,104],"has":[56],"research":[58],"this":[60],"area.":[61],"To":[62],"address":[63],"this,":[64],"we":[65],"propose":[66],"a":[67,143],"Coherence-guided":[68],"Preference":[69],"Disentanglement":[70],"(CoPD)":[71],"method":[72],"aimed":[73],"at":[74],"improving":[75],"by":[78],"i)":[79],"explicitly":[80],"extracting":[81,120],"item":[83,111],"attributes":[84,127],"to":[85,98,128],"guide":[86,129],"learning":[88],"ii)":[94],"disentangling":[95],"these":[96,126],"identify":[99],"specific":[100,116],"interests":[102],"transferred":[103],"domains.":[105],"CoPD":[106,158],"introduces":[107],"coherence":[108],"constraints":[109],"on":[110,148],"embeddings":[112,137],"domains,":[117],"aiding":[118],"attributes.":[122],"Moreover,":[123],"it":[124],"utilizes":[125],"disentanglement":[131],"into":[135],"separate":[136],"for":[138],"interest":[139],"conformity":[141],"through":[142],"popularity-weighted":[144],"loss.":[145],"Experiments":[146],"conducted":[147],"real-world":[149],"datasets":[150],"demonstrate":[151],"superior":[153],"performance":[154],"our":[156],"proposed":[157],"over":[159],"existing":[160],"competitive":[161],"baselines,":[162],"highlighting":[163],"its":[164],"effectiveness":[165],"enhancing":[167],"performance.":[170]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4404314218","counts_by_year":[],"updated_date":"2024-12-14T17:12:37.037290","created_date":"2024-11-14"}