{"id":"https://openalex.org/W4225152569","doi":"https://doi.org/10.3233/jifs-212274","title":"A novel deep learning-based recommender system for Arabic content","display_name":"A novel deep learning-based recommender system for Arabic content","publication_year":2022,"publication_date":"2022-04-29","ids":{"openalex":"https://openalex.org/W4225152569","doi":"https://doi.org/10.3233/jifs-212274"},"language":"en","primary_location":{"id":"doi:10.3233/jifs-212274","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-212274","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent & Fuzzy Systems","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/A5003764932","display_name":"Mehdi Srifi","orcid":"https://orcid.org/0000-0001-9685-047X"},"institutions":[{"id":"https://openalex.org/I126477371","display_name":"Mohammed V University","ror":"https://ror.org/00r8w8f84","country_code":"MA","type":"education","lineage":["https://openalex.org/I126477371"]}],"countries":["MA"],"is_corresponding":true,"raw_author_name":"Mehdi Srifi","raw_affiliation_strings":["LRIT, Associated Unit to CNRST (URAC 29), Faculty of Sciences, Mohammed V University in Rabat, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LRIT, Associated Unit to CNRST (URAC 29), Faculty of Sciences, Mohammed V University in Rabat, Morocco","institution_ids":["https://openalex.org/I126477371"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021837353","display_name":"Ahmed Oussous","orcid":"https://orcid.org/0000-0002-5780-2691"},"institutions":[{"id":"https://openalex.org/I99297268","display_name":"University of Hassan II Casablanca","ror":"https://ror.org/001q4kn48","country_code":"MA","type":"education","lineage":["https://openalex.org/I99297268"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Ahmed Oussous","raw_affiliation_strings":["Informatics Department, Faculty of Sciences and Technologies of Mohammedia (FSTM), Hassan II University, Casablanca, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Informatics Department, Faculty of Sciences and Technologies of Mohammedia (FSTM), Hassan II University, Casablanca, Morocco","institution_ids":["https://openalex.org/I99297268"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080376355","display_name":"Ayoub Ait Lahcen","orcid":"https://orcid.org/0000-0001-8739-3369"},"institutions":[{"id":"https://openalex.org/I3121676899","display_name":"Universit\u00e9 Ibn-Tofail","ror":"https://ror.org/02wj89n04","country_code":"MA","type":"education","lineage":["https://openalex.org/I3121676899"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Ayoub Ait Lahcen","raw_affiliation_strings":["Engineering Sciences Laboratory, National School of Applied Sciences (ENSA), Ibn Tofail University, Kenitra, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Engineering Sciences Laboratory, National School of Applied Sciences (ENSA), Ibn Tofail University, Kenitra, Morocco","institution_ids":["https://openalex.org/I3121676899"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077605859","display_name":"Salma Mouline","orcid":"https://orcid.org/0000-0003-0417-8968"},"institutions":[{"id":"https://openalex.org/I126477371","display_name":"Mohammed V University","ror":"https://ror.org/00r8w8f84","country_code":"MA","type":"education","lineage":["https://openalex.org/I126477371"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Salma Mouline","raw_affiliation_strings":["LRIT, Associated Unit to CNRST (URAC 29), Faculty of Sciences, Mohammed V University in Rabat, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LRIT, Associated Unit to CNRST (URAC 29), Faculty of Sciences, Mohammed V University in Rabat, Morocco","institution_ids":["https://openalex.org/I126477371"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5003764932"],"corresponding_institution_ids":["https://openalex.org/I126477371"],"apc_list":null,"apc_paid":null,"fwci":0.9557,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.79327869,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"43","issue":"1","first_page":"437","last_page":"449"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9998999834060669,"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":0.9998999834060669,"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/T10028","display_name":"Topic Modeling","score":0.9962999820709229,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.991100013256073,"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/computer-science","display_name":"Computer science","score":0.8406156301498413},{"id":"https://openalex.org/keywords/rss","display_name":"RSS","score":0.7784379720687866},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.6916623115539551},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5760278105735779},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5700651407241821},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5592740774154663},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.5284293293952942},{"id":"https://openalex.org/keywords/arabic","display_name":"Arabic","score":0.5259076356887817},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.44701847434043884},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4219365119934082},{"id":"https://openalex.org/keywords/perceptron","display_name":"Perceptron","score":0.4212404787540436},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.41984909772872925},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3784124255180359},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3586307168006897}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8406156301498413},{"id":"https://openalex.org/C2385561","wikidata":"https://www.wikidata.org/wiki/Q45432","display_name":"RSS","level":2,"score":0.7784379720687866},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.6916623115539551},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5760278105735779},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5700651407241821},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5592740774154663},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.5284293293952942},{"id":"https://openalex.org/C96455323","wikidata":"https://www.wikidata.org/wiki/Q13955","display_name":"Arabic","level":2,"score":0.5259076356887817},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44701847434043884},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4219365119934082},{"id":"https://openalex.org/C60908668","wikidata":"https://www.wikidata.org/wiki/Q690207","display_name":"Perceptron","level":3,"score":0.4212404787540436},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.41984909772872925},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3784124255180359},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3586307168006897},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/jifs-212274","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-212274","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent & Fuzzy Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.6299999952316284,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":53,"referenced_works":["https://openalex.org/W175500210","https://openalex.org/W1139185857","https://openalex.org/W2005156851","https://openalex.org/W2025605741","https://openalex.org/W2030808931","https://openalex.org/W2037351199","https://openalex.org/W2052168378","https://openalex.org/W2054141820","https://openalex.org/W2095705004","https://openalex.org/W2171960770","https://openalex.org/W2418053903","https://openalex.org/W2462175384","https://openalex.org/W2475334473","https://openalex.org/W2507427036","https://openalex.org/W2512971201","https://openalex.org/W2515144511","https://openalex.org/W2575006718","https://openalex.org/W2605350416","https://openalex.org/W2606749808","https://openalex.org/W2618756248","https://openalex.org/W2742272831","https://openalex.org/W2749348810","https://openalex.org/W2749733699","https://openalex.org/W2786995169","https://openalex.org/W2788376297","https://openalex.org/W2788728386","https://openalex.org/W2788893025","https://openalex.org/W2803646312","https://openalex.org/W2808668898","https://openalex.org/W2811488422","https://openalex.org/W2887133760","https://openalex.org/W2889526258","https://openalex.org/W2893903611","https://openalex.org/W2896508241","https://openalex.org/W2906995678","https://openalex.org/W2914139529","https://openalex.org/W2947320318","https://openalex.org/W2965209830","https://openalex.org/W2966937748","https://openalex.org/W2975356217","https://openalex.org/W3015614398","https://openalex.org/W3034464816","https://openalex.org/W3037946710","https://openalex.org/W3100921056","https://openalex.org/W3112997463","https://openalex.org/W3114233038","https://openalex.org/W3124675547","https://openalex.org/W3143252440","https://openalex.org/W3145582081","https://openalex.org/W3159055285","https://openalex.org/W4205880474","https://openalex.org/W6674330103","https://openalex.org/W6787928112"],"related_works":["https://openalex.org/W426968574","https://openalex.org/W2365639220","https://openalex.org/W2382520895","https://openalex.org/W2393709043","https://openalex.org/W2080567403","https://openalex.org/W2539387137","https://openalex.org/W2374952201","https://openalex.org/W2374808384","https://openalex.org/W2385449752","https://openalex.org/W3177075132"],"abstract_inverted_index":{"In":[0,66],"the":[1,38,69,73,80,89,106,124,137,203,210,219,232],"era":[2],"of":[3,42,79,83,123,229,243],"big":[4],"data,":[5],"recommender":[6],"systems":[7],"(RSs)":[8],"have":[9,34,44,60],"become":[10],"growing":[11,81],"essential":[12],"tools.":[13],"They":[14],"represent":[15],"important":[16],"machine":[17],"learning":[18,113],"solutions":[19],"that":[20,187],"mainly":[21],"contribute":[22],"to":[23,63,104,117,128,173,223],"keeping":[24],"users":[25,160],"engaged":[26],"with":[27,109,225],"personalized":[28],"content":[29,51,71],"in":[30,37,52,136,167,231],"e-platforms.":[31],"Several":[32],"RSs":[33,93],"been":[35,61],"proposed":[36,125,189],"literature,":[39],"and":[40,161,163,207,209,214],"most":[41],"them":[43],"focused":[45],"on":[46,72,181],"English":[47],"content.":[48,96,119],"However,":[49],"for":[50,91,94,158,240],"other":[53,197],"languages":[54],"like":[55],"Arabic,":[56],"very":[57],"restricted":[58],"works":[59],"done":[62],"develop":[64],"RSs.":[65,245],"recent":[67],"times,":[68],"Arabic":[70,84,95,118,138,184,233,244],"Web":[74],"has":[75],"increased":[76],"significantly":[77],"because":[78],"number":[82],"web":[85],"users.":[86],"This":[87,140,216],"highlights":[88],"need":[90],"building":[92],"To":[97],"better":[98,193],"handle":[99],"this":[100],"challenge,":[101],"we":[102],"decided":[103],"provide":[105],"research":[107,238],"community":[108],"a":[110,152,164,169,226],"novel":[111],"deep":[112],"(DL)-based":[114],"RS":[115,126],"devoted":[116],"The":[120],"main":[121],"goal":[122],"is":[127,141,218],"predict":[129],"user":[130],"preferences":[131],"from":[132],"textual":[133],"reviews":[134],"written":[135],"language.":[139],"achieved":[142],"by":[143],"combining":[144],"two":[145],"independent":[146],"DL":[147],"techniques":[148],"into":[149],"one":[150],"system:":[151],"convolutional":[153],"neural":[154,165],"network":[155],"(CNN)-text":[156],"processor":[157],"representing":[159],"items;":[162],"network,":[166],"particular,":[168],"multi-layer":[170],"perceptron":[171],"(MLP)":[172],"estimate":[174],"interactions":[175],"between":[176,205,212],"user-item":[177],"pairs.":[178],"Extensive":[179],"experiments":[180],"four":[182],"large-scale":[183],"datasets":[185],"demonstrate":[186],"our":[188],"system":[190],"can":[191],"achieve":[192],"prediction":[194],"accuracy":[195],"than":[196],"state-of-the-art":[198],"alternatives.":[199],"Notably,":[200],"it":[201],"improves":[202],"MSE":[204],"0.84%":[206],"16.96%,":[208],"MAE":[211],"0.14%":[213],"13.71%.":[215],"work":[217],"first":[220],"attempt":[221],"designed":[222],"deal":[224],"large":[227],"volume":[228],"data":[230],"context,":[234],"opening":[235],"up":[236],"new":[237],"possibilities":[239],"future":[241],"developments":[242]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":3}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}