{"id":"https://openalex.org/W4406354437","doi":"https://doi.org/10.1109/access.2025.3529515","title":"Hybrid Movie Recommendation System With User Partitioning and Log Likelihood Content Comparison","display_name":"Hybrid Movie Recommendation System With User Partitioning and Log Likelihood Content Comparison","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4406354437","doi":"https://doi.org/10.1109/access.2025.3529515"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3529515","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3529515","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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.2025.3529515","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Yongmao Yang","orcid":"https://orcid.org/0009-0001-5181-6443"},"institutions":[{"id":"https://openalex.org/I48076826","display_name":"Chiang Mai University","ror":"https://ror.org/05m2fqn25","country_code":"TH","type":"education","lineage":["https://openalex.org/I48076826"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Yongmao Yang","raw_affiliation_strings":["Department of Computer Engineering, Faculty of Engineering, Chiang Mai University, Chiang Mai, Thailand"],"raw_orcid":"https://orcid.org/0009-0001-5181-6443","affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Faculty of Engineering, Chiang Mai University, Chiang Mai, Thailand","institution_ids":["https://openalex.org/I48076826"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041128986","display_name":"Kampol Woradit","orcid":"https://orcid.org/0000-0001-7383-0361"},"institutions":[{"id":"https://openalex.org/I48076826","display_name":"Chiang Mai University","ror":"https://ror.org/05m2fqn25","country_code":"TH","type":"education","lineage":["https://openalex.org/I48076826"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Kampol Woradit","raw_affiliation_strings":["Department of Computer Engineering, Faculty of Engineering, Optimized AI Systems for Energy and Environmental Sustainability Research Group, Chiang Mai University, Chiang Mai, Thailand"],"raw_orcid":"https://orcid.org/0000-0001-7383-0361","affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Faculty of Engineering, Optimized AI Systems for Energy and Environmental Sustainability Research Group, Chiang Mai University, Chiang Mai, Thailand","institution_ids":["https://openalex.org/I48076826"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048253575","display_name":"Kenneth Cosh","orcid":"https://orcid.org/0000-0001-5721-3945"},"institutions":[{"id":"https://openalex.org/I48076826","display_name":"Chiang Mai University","ror":"https://ror.org/05m2fqn25","country_code":"TH","type":"education","lineage":["https://openalex.org/I48076826"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Kenneth Cosh","raw_affiliation_strings":["Department of Computer Engineering, Faculty of Engineering, Chiang Mai University, Chiang Mai, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Faculty of Engineering, Chiang Mai University, Chiang Mai, Thailand","institution_ids":["https://openalex.org/I48076826"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I48076826"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":18.2401,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.98959814,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"13","issue":null,"first_page":"11609","last_page":"11622"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9677000045776367,"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":0.9677000045776367,"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/T11439","display_name":"Video Analysis and Summarization","score":0.9620000123977661,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9101999998092651,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7638610601425171},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.5468506217002869},{"id":"https://openalex.org/keywords/content","display_name":"Content (measure theory)","score":0.5073077082633972},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.37797287106513977},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11930373311042786}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7638610601425171},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.5468506217002869},{"id":"https://openalex.org/C2778152352","wikidata":"https://www.wikidata.org/wiki/Q5165061","display_name":"Content (measure theory)","level":2,"score":0.5073077082633972},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.37797287106513977},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11930373311042786},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3529515","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3529515","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:d72c50d825c043fcba4d163e5d86379f","is_oa":true,"landing_page_url":"https://doaj.org/article/d72c50d825c043fcba4d163e5d86379f","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"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":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 13, Pp 11609-11622 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3529515","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3529515","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321529","display_name":"Chiang Mai University","ror":"https://ror.org/05m2fqn25"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W2025925859","https://openalex.org/W2066651136","https://openalex.org/W2795085083","https://openalex.org/W2808979505","https://openalex.org/W2809409120","https://openalex.org/W2911038074","https://openalex.org/W2964554480","https://openalex.org/W2976529889","https://openalex.org/W3004760356","https://openalex.org/W3032951514","https://openalex.org/W3047015567","https://openalex.org/W3165509141","https://openalex.org/W3172706091","https://openalex.org/W3203644918","https://openalex.org/W3205492715","https://openalex.org/W4200493853","https://openalex.org/W4225825430","https://openalex.org/W4229020926","https://openalex.org/W4229455374","https://openalex.org/W4281661254","https://openalex.org/W4281770383","https://openalex.org/W4288388972","https://openalex.org/W4290043185","https://openalex.org/W4312998587","https://openalex.org/W4315694899","https://openalex.org/W4320016115","https://openalex.org/W4388557050","https://openalex.org/W4392458099"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4390273403","https://openalex.org/W4386781444","https://openalex.org/W2150182025","https://openalex.org/W3092950680","https://openalex.org/W3197542405","https://openalex.org/W2056712470","https://openalex.org/W3125580266"],"abstract_inverted_index":{"fIn":[0],"the":[1,52,116],"domain":[2],"of":[3,149,158],"recommendation":[4],"systems,":[5],"matrix":[6,78,177],"decomposition":[7],"is":[8],"an":[9,48],"effective":[10],"strategy":[11],"for":[12,32,109],"mitigating":[13],"issues":[14,106],"related":[15,133],"to":[16,35,61,100,112],"sparsity":[17,105,171],"and":[18,89,104,125,151,160,172],"low":[19],"space":[20],"utilization.":[21],"The":[22],"Alternating":[23],"Least":[24],"Squares":[25],"(ALS)":[26],"method,":[27],"in":[28,38,162,176],"particular,":[29],"stands":[30],"out":[31],"its":[33],"ability":[34],"process":[36],"data":[37],"parallel,":[39],"thereby":[40],"enhancing":[41],"computational":[42],"efficiency.":[43],"However,":[44],"when":[45],"dealing":[46],"with":[47,80],"original":[49],"rating":[50],"matrix,":[51],"ALS":[53],"method":[54],"may":[55],"inadvertently":[56],"sacrifice":[57],"some":[58],"information,":[59],"leading":[60],"increased":[62],"error":[63],"rates.":[64],"To":[65],"address":[66],"these":[67,182],"challenges,":[68],"this":[69],"paper":[70],"proposes":[71],"a":[72,142,154],"novel":[73],"hybrid":[74,167],"model":[75,120,140],"that":[76,118],"integrates":[77],"factorization":[79],"additional":[81],"features.":[82],"Furthermore,":[83],"it":[84],"leverages":[85],"weighted":[86],"similarity":[87],"measures":[88],"employs":[90,121],"advanced":[91],"log-likelihood":[92],"text":[93],"mining":[94],"techniques.":[95],"These":[96],"innovations":[97],"are":[98],"designed":[99],"tackle":[101],"cold-start":[102],"problems":[103],"while":[107],"compensating":[108],"information":[110,174],"loss":[111,175],"mitigate":[113],"errors.":[114],"Under":[115],"premise":[117],"our":[119,139],"consistent":[122],"evaluation":[123],"metrics":[124],"datasets,":[126],"comparative":[127],"analysis":[128],"against":[129],"existing":[130],"models":[131],"from":[132],"literature":[134],"demonstrates":[135],"superior":[136],"performance.":[137],"Specifically,":[138],"achieves":[141],"lower":[143],"Root":[144],"Mean":[145],"Square":[146],"Error":[147],"(RMSE)":[148],"0.82":[150],"0.88,":[152],"alongside":[153],"higher":[155],"F1":[156],"score":[157],"0.94":[159],"0.92":[161],"two":[163],"datasets.":[164],"Our":[165],"proposed":[166],"approach":[168],"effectively":[169],"addresses":[170],"mitigates":[173],"factorization,":[178],"as":[179],"demonstrated":[180],"by":[181],"results.":[183]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-01-15T00:00:00"}