{"id":"https://openalex.org/W7138372047","doi":"https://doi.org/10.1109/access.2026.3674979","title":"Knowledge-Enhanced Dual-Attention Mechanism Recommendation Method","display_name":"Knowledge-Enhanced Dual-Attention Mechanism Recommendation Method","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7138372047","doi":"https://doi.org/10.1109/access.2026.3674979"},"language":"en","primary_location":{"id":"doi:10.1109/access.2026.3674979","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2026.3674979","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["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 Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2026.3674979","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5129730641","display_name":"Lisi Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I3130751423","display_name":"Shaoguan University","ror":"https://ror.org/0286g6711","country_code":"CN","type":"education","lineage":["https://openalex.org/I3130751423"]},{"id":"https://openalex.org/I4210122543","display_name":"Guangdong Polytechnic Normal University","ror":"https://ror.org/02pcb5m77","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210122543"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Lisi Zhang","raw_affiliation_strings":["College of Computer and Information Engineering, Guangdong Songshan Polytechnic College, Shaoguan, Guangdong, China"],"affiliations":[{"raw_affiliation_string":"College of Computer and Information Engineering, Guangdong Songshan Polytechnic College, Shaoguan, Guangdong, China","institution_ids":["https://openalex.org/I4210122543","https://openalex.org/I3130751423"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014327195","display_name":"Beijing Zhou","orcid":null},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Beijing Zhou","raw_affiliation_strings":["College of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing, Jiangsu, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing, Jiangsu, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5117283278","display_name":"Wei Cui","orcid":"https://orcid.org/0000-0002-8970-9301"},"institutions":[{"id":"https://openalex.org/I3130751423","display_name":"Shaoguan University","ror":"https://ror.org/0286g6711","country_code":"CN","type":"education","lineage":["https://openalex.org/I3130751423"]},{"id":"https://openalex.org/I4210122543","display_name":"Guangdong Polytechnic Normal University","ror":"https://ror.org/02pcb5m77","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210122543"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Cui","raw_affiliation_strings":["College of Computer and Information Engineering, Guangdong Songshan Polytechnic College, Shaoguan, Guangdong, China"],"affiliations":[{"raw_affiliation_string":"College of Computer and Information Engineering, Guangdong Songshan Polytechnic College, Shaoguan, Guangdong, China","institution_ids":["https://openalex.org/I4210122543","https://openalex.org/I3130751423"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5129730641"],"corresponding_institution_ids":["https://openalex.org/I3130751423","https://openalex.org/I4210122543"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.81983751,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"14","issue":null,"first_page":"42185","last_page":"42195"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.0940999984741211,"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":0.0940999984741211,"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/T10057","display_name":"Face and Expression Recognition","score":0.04129999876022339,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.031099999323487282,"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/dual","display_name":"Dual (grammatical number)","score":0.6743999719619751},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.5717999935150146},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.30480000376701355},{"id":"https://openalex.org/keywords/electronic-mail","display_name":"Electronic mail","score":0.2897000014781952},{"id":"https://openalex.org/keywords/algorithm-design","display_name":"Algorithm design","score":0.26919999718666077}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7912999987602234},{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.6743999719619751},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.5717999935150146},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38280001282691956},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.30480000376701355},{"id":"https://openalex.org/C3020028006","wikidata":"https://www.wikidata.org/wiki/Q9158","display_name":"Electronic mail","level":2,"score":0.2897000014781952},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2815999984741211},{"id":"https://openalex.org/C106516650","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm design","level":2,"score":0.26919999718666077},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.2660999894142151},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.24150000512599945}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2026.3674979","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2026.3674979","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["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 Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:f35ad711d57e4526ae26a65ff596296d","is_oa":true,"landing_page_url":"https://doaj.org/article/f35ad711d57e4526ae26a65ff596296d","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 14, Pp 42185-42195 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2026.3674979","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2026.3674979","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["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 Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Knowledge":[0],"graph":[1],"(KG),":[2],"when":[3],"used":[4],"as":[5],"supplementary":[6],"information":[7,85,132],"in":[8,134],"the":[9,14,26,37,41,128,135,140],"recommendation":[10,32,70],"domain,":[11],"effectively":[12],"alleviate":[13],"data":[15],"sparsity":[16],"and":[17,58,86,103,120,130,154],"cold":[18],"start":[19],"problems":[20],"inherent":[21],"to":[22,49,79,111,114,126],"collaborative":[23],"filtering.":[24],"However,":[25],"majority":[27],"of":[28,40,55,117,142],"current":[29],"knowledge":[30,136],"graph-based":[31],"methods":[33],"focus":[34],"primarily":[35],"on":[36,148],"effective":[38],"encoding":[39],"KG,":[42],"often":[43],"overlooking":[44],"user-specific":[45,84],"information.":[46],"This":[47,72,123],"leads":[48],"an":[50],"inadequate":[51],"latent":[52,81],"semantic":[53,131],"representation":[54],"both":[56,118],"users":[57,102,119],"items.":[59],"In":[60],"this":[61],"paper,":[62],"we":[63,105],"propose":[64],"a":[65,75,107],"knowledge-enhanced":[66],"dual":[67,108],"attention":[68,109,113],"mechanism":[69,110],"approach.":[71],"method":[73,161],"employs":[74],"cross-compression":[76],"fusion":[77],"unit":[78],"capture":[80],"features":[82],"from":[83],"interaction":[87],"history,":[88],"thus":[89],"enhancing":[90],"user":[91],"feature":[92],"representations.":[93],"Furthermore,":[94],"acknowledging":[95],"that":[96,159],"KG":[97],"hold":[98],"varying":[99],"significance":[100],"for":[101],"items,":[104],"introduce":[106],"pay":[112],"important":[115],"neighbors":[116],"items":[121],"separately.":[122],"is":[124],"designed":[125],"mine":[127],"structural":[129],"present":[133],"graph.":[137],"To":[138],"validate":[139],"effectiveness":[141],"our":[143,160],"approach,":[144],"experiments":[145],"were":[146],"conducted":[147],"four":[149],"datasets:":[150],"MovieLens-1M,":[151],"MovieLens-20M,":[152],"Book-Crossing,":[153],"Last-FM.":[155],"Experimental":[156],"results":[157],"show":[158],"significantly":[162],"outperforms":[163],"several":[164],"convincing":[165],"state-of-the-art":[166],"baselines.":[167]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2026-03-18T00:00:00"}
