{"id":"https://openalex.org/W7154691305","doi":"https://doi.org/10.1109/iccbdc67784.2025.00018","title":"An Intelligent Movie Recommender System Based on Deep Reinforcement Learning","display_name":"An Intelligent Movie Recommender System Based on Deep Reinforcement Learning","publication_year":2025,"publication_date":"2025-08-14","ids":{"openalex":"https://openalex.org/W7154691305","doi":"https://doi.org/10.1109/iccbdc67784.2025.00018"},"language":null,"primary_location":{"id":"doi:10.1109/iccbdc67784.2025.00018","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccbdc67784.2025.00018","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 9th International Conference on Cloud and Big Data Computing (ICCBDC)","raw_type":"proceedings-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/A5044934867","display_name":"Nour Mohamed","orcid":"https://orcid.org/0000-0001-6304-2468"},"institutions":[{"id":"https://openalex.org/I29891158","display_name":"University of Sharjah","ror":"https://ror.org/00engpz63","country_code":"AE","type":"education","lineage":["https://openalex.org/I29891158"]}],"countries":["AE"],"is_corresponding":true,"raw_author_name":"Nour Mohamed","raw_affiliation_strings":["University of Sharjah,Department of Electrical Engineering,Sharjah,United Arab Emirates"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Sharjah,Department of Electrical Engineering,Sharjah,United Arab Emirates","institution_ids":["https://openalex.org/I29891158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050454101","display_name":"Sam Ansari","orcid":"https://orcid.org/0000-0003-3735-4972"},"institutions":[{"id":"https://openalex.org/I29891158","display_name":"University of Sharjah","ror":"https://ror.org/00engpz63","country_code":"AE","type":"education","lineage":["https://openalex.org/I29891158"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Sam Ansari","raw_affiliation_strings":["Research Institute of Science and Engineering, University of Sharjah,Sharjah,United Arab Emirates"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Institute of Science and Engineering, University of Sharjah,Sharjah,United Arab Emirates","institution_ids":["https://openalex.org/I29891158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124087747","display_name":"Soliman Mahmoud","orcid":null},"institutions":[{"id":"https://openalex.org/I29891158","display_name":"University of Sharjah","ror":"https://ror.org/00engpz63","country_code":"AE","type":"education","lineage":["https://openalex.org/I29891158"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Soliman Mahmoud","raw_affiliation_strings":["University of Sharjah,Department of Electrical Engineering,Sharjah,United Arab Emirates"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Sharjah,Department of Electrical Engineering,Sharjah,United Arab Emirates","institution_ids":["https://openalex.org/I29891158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086105087","display_name":"Khawla A. Alnajjar","orcid":"https://orcid.org/0000-0002-4218-9687"},"institutions":[{"id":"https://openalex.org/I29891158","display_name":"University of Sharjah","ror":"https://ror.org/00engpz63","country_code":"AE","type":"education","lineage":["https://openalex.org/I29891158"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Khawla A. Alnajjar","raw_affiliation_strings":["University of Sharjah,Department of Electrical Engineering,Sharjah,United Arab Emirates"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Sharjah,Department of Electrical Engineering,Sharjah,United Arab Emirates","institution_ids":["https://openalex.org/I29891158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117422196","display_name":"Luke Topham","orcid":null},"institutions":[{"id":"https://openalex.org/I63098007","display_name":"Liverpool John Moores University","ror":"https://ror.org/04zfme737","country_code":"GB","type":"education","lineage":["https://openalex.org/I63098007"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Luke Topham","raw_affiliation_strings":["Liverpool John Moores University,School of Computer Science and Mathematics, Faculty of Engineering,Liverpool,United Kingdom,L3 3AF"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Liverpool John Moores University,School of Computer Science and Mathematics, Faculty of Engineering,Liverpool,United Kingdom,L3 3AF","institution_ids":["https://openalex.org/I63098007"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025789067","display_name":"Abir Hussain","orcid":"https://orcid.org/0000-0001-8413-0045"},"institutions":[{"id":"https://openalex.org/I29891158","display_name":"University of Sharjah","ror":"https://ror.org/00engpz63","country_code":"AE","type":"education","lineage":["https://openalex.org/I29891158"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Abir Hussain","raw_affiliation_strings":["University of Sharjah,Department of Electrical Engineering,Sharjah,United Arab Emirates"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Sharjah,Department of Electrical Engineering,Sharjah,United Arab Emirates","institution_ids":["https://openalex.org/I29891158"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5044934867"],"corresponding_institution_ids":["https://openalex.org/I29891158"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.8661983,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"74","last_page":"79"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.20350000262260437,"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":0.20350000262260437,"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/T13731","display_name":"Advanced Computing and Algorithms","score":0.046799998730421066,"subfield":{"id":"https://openalex.org/subfields/3322","display_name":"Urban Studies"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11439","display_name":"Video Analysis and Summarization","score":0.035599999129772186,"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/reinforcement-learning","display_name":"Reinforcement learning","score":0.5863999724388123},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.5339999794960022},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.3555000126361847},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.27630001306533813},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.27410000562667847}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6783999800682068},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.5863999724388123},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.5339999794960022},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5299999713897705},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.3555000126361847},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2944999933242798},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.27630001306533813},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.27410000562667847},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.26969999074935913},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.2581999897956848}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccbdc67784.2025.00018","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccbdc67784.2025.00018","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 9th International Conference on Cloud and Big Data Computing (ICCBDC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W2030808931","https://openalex.org/W2145339207","https://openalex.org/W2219888463","https://openalex.org/W2533696134","https://openalex.org/W2799544270","https://openalex.org/W2963440040","https://openalex.org/W2963561234","https://openalex.org/W3017289192","https://openalex.org/W3047443212","https://openalex.org/W3100366369","https://openalex.org/W3100789280","https://openalex.org/W3126037462","https://openalex.org/W4318159260","https://openalex.org/W4387706196"],"related_works":[],"abstract_inverted_index":{"In":[0],"the":[1,51,86,91,115,120,135,138],"era":[2],"of":[3,53,117,137],"big":[4],"data,":[5],"personalized":[6,107],"recommendation":[7,23],"systems":[8],"are":[9],"pivotal":[10],"in":[11,96,111,143],"enhancing":[12],"user":[13,35,76],"engagement":[14],"and":[15,31,56,73,81,98,151],"driving":[16],"revenue":[17],"across":[18],"digital":[19],"platforms.":[20,153],"However,":[21],"conventional":[22],"techniques":[24],"often":[25],"struggle":[26],"with":[27],"scalability,":[28],"coldstart":[29],"issues,":[30],"adapting":[32],"to":[33,75,104,114],"dynamic":[34],"preferences.":[36],"This":[37],"paper":[38],"presents":[39],"an":[40],"intelligent":[41],"deep":[42,57],"reinforcement":[43],"learning-based":[44],"movie":[45],"recommender":[46,130],"(DRL-MR)":[47],"system":[48,92],"that":[49],"leverages":[50],"synergy":[52],"actor-critic":[54],"architectures":[55],"Q-networks":[58],"within":[59],"a":[60,124],"Markov":[61],"decision":[62],"process":[63],"(MDP)":[64],"framework.":[65],"Unlike":[66],"traditional":[67],"static":[68],"models,":[69],"DRL-MR":[70],"continuously":[71],"learns":[72],"adapts":[74],"behavior":[77],"through":[78],"sequential":[79],"interactions":[80],"real-time":[82,129],"feedback.":[83],"Evaluated":[84],"on":[85],"widely":[87],"used":[88],"MovieLens":[89],"dataset,":[90],"demonstrates":[93],"significant":[94],"improvements":[95],"recall":[97],"ranking":[99],"metrics,":[100],"validating":[101],"its":[102],"capability":[103],"deliver":[105],"adaptive,":[106],"recommendations.":[108],"Despite":[109],"challenges":[110],"precision":[112],"due":[113],"absence":[116],"contextual":[118],"features,":[119],"proposed":[121,139],"model":[122],"establishes":[123],"strong":[125],"foundation":[126],"for":[127,141],"scalable,":[128],"systems.":[131],"The":[132],"results":[133],"highlight":[134],"potential":[136],"architecture":[140],"deployment":[142],"dynamic,":[144],"high-traffic":[145],"environments":[146],"such":[147],"as":[148],"online":[149],"streaming":[150],"e-commerce":[152]},"counts_by_year":[],"updated_date":"2026-05-03T08:25:01.440150","created_date":"2026-04-18T00:00:00"}
