{"id":"https://openalex.org/W4400728132","doi":"https://doi.org/10.1109/iwcmc61514.2024.10592336","title":"Enhancing Movie Recommendations: A Deep Neural Network Approach with MovieLens Case Study","display_name":"Enhancing Movie Recommendations: A Deep Neural Network Approach with MovieLens Case Study","publication_year":2024,"publication_date":"2024-05-27","ids":{"openalex":"https://openalex.org/W4400728132","doi":"https://doi.org/10.1109/iwcmc61514.2024.10592336"},"language":"en","primary_location":{"id":"doi:10.1109/iwcmc61514.2024.10592336","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iwcmc61514.2024.10592336","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Wireless Communications and Mobile Computing (IWCMC)","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/A5104633597","display_name":"Mohamed Mouhiha","orcid":"https://orcid.org/0009-0001-9070-812X"},"institutions":[{"id":"https://openalex.org/I4210125507","display_name":"Chouaib Doukkali University","ror":"https://ror.org/036kgyt43","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210125507"]}],"countries":["MA"],"is_corresponding":true,"raw_author_name":"Mohamed Mouhiha","raw_affiliation_strings":["Chouaïb Doukkali University,ESTSB, ELITES Lab,Department of Computer Science,El Jadida,Morocco"],"affiliations":[{"raw_affiliation_string":"Chouaïb Doukkali University,ESTSB, ELITES Lab,Department of Computer Science,El Jadida,Morocco","institution_ids":["https://openalex.org/I4210125507"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002365013","display_name":"Omar Ait Oualhaj","orcid":"https://orcid.org/0000-0003-0717-5172"},"institutions":[{"id":"https://openalex.org/I4210153527","display_name":"Institut National des Postes et T\u00e9l\u00e9communications","ror":"https://ror.org/052bnvt46","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210153527","https://openalex.org/I4210167103"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Omar Ait Oualhaj","raw_affiliation_strings":["National Institute of Posts and Telecommunications,STRS Laboratory,Rabat,Morocco"],"affiliations":[{"raw_affiliation_string":"National Institute of Posts and Telecommunications,STRS Laboratory,Rabat,Morocco","institution_ids":["https://openalex.org/I4210153527"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086685993","display_name":"Abdelfettah Mabrouk","orcid":null},"institutions":[{"id":"https://openalex.org/I4210125507","display_name":"Chouaib Doukkali University","ror":"https://ror.org/036kgyt43","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210125507"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Abdelfettah Mabrouk","raw_affiliation_strings":["Chouaïb Doukkali University,ESTSB, ELITES Lab,Department of Computer Science,El Jadida,Morocco"],"affiliations":[{"raw_affiliation_string":"Chouaïb Doukkali University,ESTSB, ELITES Lab,Department of Computer Science,El Jadida,Morocco","institution_ids":["https://openalex.org/I4210125507"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5104633597"],"corresponding_institution_ids":["https://openalex.org/I4210125507"],"apc_list":null,"apc_paid":null,"fwci":0.2624,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.50871163,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1303","last_page":"1308"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.8198999762535095,"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"}},"topics":[{"id":"https://openalex.org/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.8198999762535095,"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/T10758","display_name":"Cinema and Media Studies","score":0.8112999796867371,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T14280","display_name":"Big Data Technologies and Applications","score":0.7731999754905701,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/movielens","display_name":"MovieLens","score":0.9477729201316833},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7046928405761719},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6767703294754028},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49042293429374695},{"id":"https://openalex.org/keywords/deep-neural-networks","display_name":"Deep neural networks","score":0.4548530876636505},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.26872944831848145},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.20466569066047668},{"id":"https://openalex.org/keywords/collaborative-filtering","display_name":"Collaborative filtering","score":0.1263391077518463}],"concepts":[{"id":"https://openalex.org/C2776156558","wikidata":"https://www.wikidata.org/wiki/Q4353746","display_name":"MovieLens","level":4,"score":0.9477729201316833},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7046928405761719},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6767703294754028},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49042293429374695},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.4548530876636505},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.26872944831848145},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.20466569066047668},{"id":"https://openalex.org/C21569690","wikidata":"https://www.wikidata.org/wiki/Q94702","display_name":"Collaborative filtering","level":3,"score":0.1263391077518463}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iwcmc61514.2024.10592336","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iwcmc61514.2024.10592336","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Wireless Communications and Mobile Computing (IWCMC)","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":18,"referenced_works":["https://openalex.org/W1720514416","https://openalex.org/W2054141820","https://openalex.org/W2116817369","https://openalex.org/W2253995343","https://openalex.org/W2575006718","https://openalex.org/W2604438604","https://openalex.org/W2604662567","https://openalex.org/W2740920897","https://openalex.org/W2949770830","https://openalex.org/W2963085847","https://openalex.org/W4250592027","https://openalex.org/W4286240631","https://openalex.org/W4296712372","https://openalex.org/W4313183716","https://openalex.org/W4383533361","https://openalex.org/W4400199659","https://openalex.org/W6692935382","https://openalex.org/W6840250707"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2398491113","https://openalex.org/W4400199659","https://openalex.org/W4384919653","https://openalex.org/W2794657157","https://openalex.org/W2219888463","https://openalex.org/W3045147512","https://openalex.org/W2022984797","https://openalex.org/W2075329139"],"abstract_inverted_index":{"Movie":[0],"recommendation":[1,61,92,159,170,242],"systems":[2,40,62,93,160],"are":[3,41],"a":[4,194,231],"hot":[5],"topic":[6],"in":[7,151,181,222,234],"research":[8,86,111],"these":[9,39,145],"days,":[10],"thanks":[11],"to":[12,16,36,66,94,157,168],"the":[13,20,69,76,80,88,96,104,114,175,235],"easy":[14],"access":[15],"fast":[17],"internet":[18],"and":[19,25,79,137,207,240],"growing":[21],"love":[22],"for":[23,44,56,90],"movies":[24],"multimedia":[26],"entertainment.":[27],"But":[28],"it\u2019s":[29],"not":[30],"just":[31],"about":[32],"suggesting":[33,45],"what":[34],"movie":[35],"watch":[37],"next;":[38],"also":[42],"handy":[43],"courses":[46],"or":[47],"products":[48],"when":[49],"you\u2019re":[50],"shopping":[51],"online.":[52],"They\u2019re":[53],"even":[54],"useful":[55],"spreading":[57],"information":[58],"around.":[59],"Building":[60],"is":[63,187],"challenging":[64],"due":[65],"issues":[67],"like":[68],"cold":[70],"start":[71],"problem,":[72,78],"sparsity":[73],"of":[74,82,98,106,116,177,196,237],"data,":[75],"long-tail":[77],"lack":[81],"explicit":[83,184],"feedback.":[84,164,228],"This":[85,229],"emphasizes":[87],"need":[89],"advanced":[91],"navigate":[95],"abundance":[97],"choices":[99],"we":[100],"encounter":[101],"daily,":[102],"highlighting":[103],"importance":[105],"making":[107],"strategic":[108],"recommendations.":[109],"Our":[110,165],"delves":[112],"into":[113],"realm":[115],"Deep":[117,125],"Learning":[118],"(DL),":[119],"employing":[120],"sophisticated":[121],"methodologies":[122],"such":[123],"as":[124],"Neural":[126,130,134],"Networks":[127,131,135],"(DNNs),":[128],"Convolutional":[129],"(CNNs),":[132],"Recurrent":[133],"(RNNs),":[136],"AutoEncoders":[138],"(AEs).":[139],"While":[140],"previous":[141],"studies":[142],"have":[143],"explored":[144],"techniques,":[146],"our":[147,191,213,217],"primary":[148],"emphasis":[149],"lies":[150],"enhancing":[152],"deep":[153],"collaborative":[154],"neural":[155],"networks":[156],"augment":[158],"reliant":[161],"on":[162,226],"implicit":[163],"approach":[166,218],"aims":[167],"enhance":[169],"system":[171],"performance":[172],"by":[173],"addressing":[174],"limitations":[176],"traditional":[178],"algorithms,":[179],"particularly":[180],"scenarios":[182],"where":[183],"user":[185],"feedback":[186],"lacking.":[188],"We":[189],"evaluated":[190],"method":[192],"using":[193],"variety":[195],"assessment":[197],"metrics,":[198],"incorporating":[199],"loss":[200],"functions,":[201],"success":[202],"rates":[203],"(Hit":[204],"@":[205],"ratio),":[206],"relevance":[208],"scores":[209],"(NDCG":[210],"@ratio).":[211],"Excitingly,":[212],"experiments":[214],"demonstrate":[215],"that":[216],"surpasses":[219],"prior":[220],"methods":[221],"recommending":[223],"items":[224],"based":[225],"indirect":[227],"represents":[230],"significant":[232],"advancement":[233],"development":[236],"more":[238],"intelligent":[239],"efficient":[241],"systems.":[243]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-12-26T23:08:49.675405","created_date":"2025-10-10T00:00:00"}