{"id":"https://openalex.org/W7164948216","doi":"https://doi.org/10.1016/j.ins.2026.123778","title":"Multi-LLM semantic fusion with uncertainty-aware GCNs for personalized recommendation","display_name":"Multi-LLM semantic fusion with uncertainty-aware GCNs for personalized recommendation","publication_year":2026,"publication_date":"2026-06-16","ids":{"openalex":"https://openalex.org/W7164948216","doi":"https://doi.org/10.1016/j.ins.2026.123778"},"language":"en","primary_location":{"id":"doi:10.1016/j.ins.2026.123778","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.ins.2026.123778","pdf_url":null,"source":{"id":"https://openalex.org/S192650101","display_name":"Information Sciences","issn_l":"0020-0255","issn":["0020-0255","1872-6291"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information Sciences","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/A5101415968","display_name":"Mehdi Hosseinzadeh","orcid":"https://orcid.org/0000-0003-3040-1801"},"institutions":[{"id":"https://openalex.org/I155125381","display_name":"Galgotias University","ror":"https://ror.org/02w8ba206","country_code":"IN","type":"education","lineage":["https://openalex.org/I155125381"]},{"id":"https://openalex.org/I170238339","display_name":"Duy Tan University","ror":"https://ror.org/05ezss144","country_code":"VN","type":"education","lineage":["https://openalex.org/I170238339"]}],"countries":["IN","VN"],"is_corresponding":true,"raw_author_name":"Mehdi Hosseinzadeh","raw_affiliation_strings":["Department of AI, School of Computer Science and Engineering, Galgotias University, Greater Noida, India","School of Engineering & Technology, Duy Tan University, Da Nang, Viet Nam"],"raw_orcid":"https://orcid.org/0000-0003-3040-1801","affiliations":[{"raw_affiliation_string":"Department of AI, School of Computer Science and Engineering, Galgotias University, Greater Noida, India","institution_ids":["https://openalex.org/I155125381"]},{"raw_affiliation_string":"School of Engineering & Technology, Duy Tan University, Da Nang, Viet Nam","institution_ids":["https://openalex.org/I170238339"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007034658","display_name":"Tofan Agung Eka Prasetya","orcid":null},"institutions":[{"id":"https://openalex.org/I205133468","display_name":"Airlangga University","ror":"https://ror.org/04ctejd88","country_code":"ID","type":"education","lineage":["https://openalex.org/I205133468"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Tofan Agung Eka Prasetya","raw_affiliation_strings":["Department of Health, Faculty of Vocational Studies, Universitas Airlangga, Surabaya, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Health, Faculty of Vocational Studies, Universitas Airlangga, Surabaya, Indonesia","institution_ids":["https://openalex.org/I205133468"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138757810","display_name":"Amir Masoud Rahmani","orcid":null},"institutions":[{"id":"https://openalex.org/I75357094","display_name":"National Yunlin University of Science and Technology","ror":"https://ror.org/04qkq2m54","country_code":"TW","type":"education","lineage":["https://openalex.org/I75357094"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Amir Masoud Rahmani","raw_affiliation_strings":["Future Technology Research Center, National Yunlin University of Science and Technology, Yunlin, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Future Technology Research Center, National Yunlin University of Science and Technology, Yunlin, Taiwan","institution_ids":["https://openalex.org/I75357094"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080658566","display_name":"Gholamreza Zare","orcid":"https://orcid.org/0000-0002-9184-8538"},"institutions":[{"id":"https://openalex.org/I74319210","display_name":"Chitkara University","ror":"https://ror.org/057d6z539","country_code":"IN","type":"education","lineage":["https://openalex.org/I74319210"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Gholamreza Zare","raw_affiliation_strings":["Centre for Research Impact & Outcome, Chitkara University Institute of Engineering and Technology, Chitkara University, Rajpura 140401, Punjab, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Research Impact & Outcome, Chitkara University Institute of Engineering and Technology, Chitkara University, Rajpura 140401, Punjab, India","institution_ids":["https://openalex.org/I74319210"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057616573","display_name":"Pegah Malekpour Alamdari","orcid":"https://orcid.org/0000-0002-6097-8129"},"institutions":[{"id":"https://openalex.org/I170238339","display_name":"Duy Tan University","ror":"https://ror.org/05ezss144","country_code":"VN","type":"education","lineage":["https://openalex.org/I170238339"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Pegah Malekpour Alamdari","raw_affiliation_strings":["School of Engineering & Technology, Duy Tan University, Da Nang, Viet Nam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering & Technology, Duy Tan University, Da Nang, Viet Nam","institution_ids":["https://openalex.org/I170238339"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135412494","display_name":"Parisa Khoshvaght","orcid":null},"institutions":[{"id":"https://openalex.org/I3130874397","display_name":"Western Caspian University","ror":"https://ror.org/05cgtjz78","country_code":"AZ","type":"education","lineage":["https://openalex.org/I3130874397"]},{"id":"https://openalex.org/I85461943","display_name":"Saveetha University","ror":"https://ror.org/0034me914","country_code":"IN","type":"education","lineage":["https://openalex.org/I85461943"]}],"countries":["AZ","IN"],"is_corresponding":false,"raw_author_name":"Parisa Khoshvaght","raw_affiliation_strings":["Department of Biosciences, Saveetha School of Engineering, Saveetha Institute of Medical and Technical Sciences, Chennai 602105, India","International Center for Materials Sciences and Technology, Western Caspian University, Baku, Azerbaijan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biosciences, Saveetha School of Engineering, Saveetha Institute of Medical and Technical Sciences, Chennai 602105, India","institution_ids":["https://openalex.org/I85461943"]},{"raw_affiliation_string":"International Center for Materials Sciences and Technology, Western Caspian University, Baku, Azerbaijan","institution_ids":["https://openalex.org/I3130874397"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135379641","display_name":"Aso Darwesh","orcid":null},"institutions":[{"id":"https://openalex.org/I170238339","display_name":"Duy Tan University","ror":"https://ror.org/05ezss144","country_code":"VN","type":"education","lineage":["https://openalex.org/I170238339"]},{"id":"https://openalex.org/I27570832","display_name":"Jadara University","ror":"https://ror.org/001drnv35","country_code":"JO","type":"education","lineage":["https://openalex.org/I27570832"]}],"countries":["JO","VN"],"is_corresponding":false,"raw_author_name":"Aso Darwesh","raw_affiliation_strings":["Institute of Research and Development, Duy Tan University, Da Nang, Viet Nam","Jadara University Research Center, Jadara University, Irbid, Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Research and Development, Duy Tan University, Da Nang, Viet Nam","institution_ids":["https://openalex.org/I170238339"]},{"raw_affiliation_string":"Jadara University Research Center, Jadara University, Irbid, Jordan","institution_ids":["https://openalex.org/I27570832"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084819749","display_name":"Thantrira Porntaveetus","orcid":"https://orcid.org/0000-0003-0145-9801"},"institutions":[{"id":"https://openalex.org/I158708052","display_name":"Chulalongkorn University","ror":"https://ror.org/028wp3y58","country_code":"TH","type":"education","lineage":["https://openalex.org/I158708052"]}],"countries":["TH"],"is_corresponding":true,"raw_author_name":"Thantrira Porntaveetus","raw_affiliation_strings":["Center for AI in Healthcare and Dentistry, Chulalongkorn University, Bangkok, Thailand"],"raw_orcid":"https://orcid.org/0000-0003-0145-9801","affiliations":[{"raw_affiliation_string":"Center for AI in Healthcare and Dentistry, Chulalongkorn University, Bangkok, Thailand","institution_ids":["https://openalex.org/I158708052"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5138740623","display_name":"Adnan Khan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Muhammad Adnan Khan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":7,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5084819749","https://openalex.org/A5101415968"],"corresponding_institution_ids":["https://openalex.org/I155125381","https://openalex.org/I158708052","https://openalex.org/I170238339"],"apc_list":{"value":3330,"currency":"USD","value_usd":3330},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.69328555,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"755","issue":null,"first_page":"123778","last_page":"123778"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.4781999886035919,"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":0.4781999886035919,"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":0.12720000743865967,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.09000000357627869,"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/fusion","display_name":"Fusion","score":0.44119998812675476},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.3935000002384186},{"id":"https://openalex.org/keywords/semantics","display_name":"Semantics (computer science)","score":0.3610999882221222},{"id":"https://openalex.org/keywords/sensor-fusion","display_name":"Sensor fusion","score":0.3549000024795532}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7728999853134155},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5568000078201294},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.44119998812675476},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.41920000314712524},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.3935000002384186},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3874000012874603},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.3610999882221222},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.3549000024795532},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.29120001196861267},{"id":"https://openalex.org/C2982962833","wikidata":"https://www.wikidata.org/wiki/Q17092450","display_name":"Information fusion","level":2,"score":0.26750001311302185},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.25780001282691956}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.ins.2026.123778","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.ins.2026.123778","pdf_url":null,"source":{"id":"https://openalex.org/S192650101","display_name":"Information Sciences","issn_l":"0020-0255","issn":["0020-0255","1872-6291"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information Sciences","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320325143","display_name":"Universitas Airlangga","ror":"https://ror.org/04ctejd88"},{"id":"https://openalex.org/F4320328515","display_name":"Lembaga Pengelola Dana Pendidikan","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W2054141820","https://openalex.org/W2963367478","https://openalex.org/W2984100107","https://openalex.org/W3045200674","https://openalex.org/W3209428314","https://openalex.org/W4214771177","https://openalex.org/W4221106599","https://openalex.org/W4384644330","https://openalex.org/W4392367398","https://openalex.org/W4392948282","https://openalex.org/W4396758712","https://openalex.org/W4401863964","https://openalex.org/W4402813390","https://openalex.org/W4403560363","https://openalex.org/W4403577399","https://openalex.org/W4404515908","https://openalex.org/W4405926499","https://openalex.org/W4405973186","https://openalex.org/W4406715013","https://openalex.org/W4406903437","https://openalex.org/W4407058975","https://openalex.org/W4407134979","https://openalex.org/W4408985263","https://openalex.org/W4409218275","https://openalex.org/W4409257018","https://openalex.org/W4409309502","https://openalex.org/W4410078895","https://openalex.org/W4411550774","https://openalex.org/W4412150467","https://openalex.org/W4413386499","https://openalex.org/W4416291826","https://openalex.org/W7160310459"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-08-13T07:04:57.449891","created_date":"2026-06-17T00:00:00"}