{"id":"https://openalex.org/W4386609322","doi":"https://doi.org/10.1109/tlt.2023.3313391","title":"Video-Based Learning Recommender Systems: A Systematic Literature Review","display_name":"Video-Based Learning Recommender Systems: A Systematic Literature Review","publication_year":2023,"publication_date":"2023-09-11","ids":{"openalex":"https://openalex.org/W4386609322","doi":"https://doi.org/10.1109/tlt.2023.3313391"},"language":"en","primary_location":{"id":"doi:10.1109/tlt.2023.3313391","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tlt.2023.3313391","pdf_url":null,"source":{"id":"https://openalex.org/S130363450","display_name":"IEEE Transactions on Learning Technologies","issn_l":"1939-1382","issn":["1939-1382","2372-0050"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Learning Technologies","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/A5089158698","display_name":"Houssam El Aouifi","orcid":"https://orcid.org/0000-0002-5878-726X"},"institutions":[{"id":"https://openalex.org/I4210088687","display_name":"Universit\u00e9 Ibn Zohr","ror":"https://ror.org/006sgpv47","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210088687"]}],"countries":["MA"],"is_corresponding":true,"raw_author_name":"Houssam El Aouifi","raw_affiliation_strings":["IRF-SIC Laboratory, Faculty of Science, Ibn Zohr University, Agadir, Morocco"],"affiliations":[{"raw_affiliation_string":"IRF-SIC Laboratory, Faculty of Science, Ibn Zohr University, Agadir, Morocco","institution_ids":["https://openalex.org/I4210088687"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100641654","display_name":"Mohamed El Hajji","orcid":"https://orcid.org/0000-0002-0327-8249"},"institutions":[{"id":"https://openalex.org/I4210088687","display_name":"Universit\u00e9 Ibn Zohr","ror":"https://ror.org/006sgpv47","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210088687"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Mohamed El Hajji","raw_affiliation_strings":["IRF-SIC Laboratory, Faculty of Science, Ibn Zohr University, Agadir, Morocco"],"affiliations":[{"raw_affiliation_string":"IRF-SIC Laboratory, Faculty of Science, Ibn Zohr University, Agadir, Morocco","institution_ids":["https://openalex.org/I4210088687"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043394491","display_name":"Youssef Es-Saady","orcid":"https://orcid.org/0000-0002-4934-2322"},"institutions":[{"id":"https://openalex.org/I4210088687","display_name":"Universit\u00e9 Ibn Zohr","ror":"https://ror.org/006sgpv47","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210088687"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Youssef Es-Saady","raw_affiliation_strings":["IRF-SIC Laboratory, Faculty of Science, Ibn Zohr University, Agadir, Morocco"],"affiliations":[{"raw_affiliation_string":"IRF-SIC Laboratory, Faculty of Science, Ibn Zohr University, Agadir, Morocco","institution_ids":["https://openalex.org/I4210088687"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008813550","display_name":"Hassan Douzi","orcid":"https://orcid.org/0000-0002-2756-1399"},"institutions":[{"id":"https://openalex.org/I4210088687","display_name":"Universit\u00e9 Ibn Zohr","ror":"https://ror.org/006sgpv47","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210088687"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Hassan Douzi","raw_affiliation_strings":["IRF-SIC Laboratory, Faculty of Science, Ibn Zohr University, Agadir, Morocco"],"affiliations":[{"raw_affiliation_string":"IRF-SIC Laboratory, Faculty of Science, Ibn Zohr University, Agadir, Morocco","institution_ids":["https://openalex.org/I4210088687"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5089158698"],"corresponding_institution_ids":["https://openalex.org/I4210088687"],"apc_list":null,"apc_paid":null,"fwci":5.4798,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.96033847,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"17","issue":null,"first_page":"485","last_page":"497"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9993000030517578,"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":0.9993000030517578,"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/T11122","display_name":"Online Learning and Analytics","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9962000250816345,"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":0.8367823362350464},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.7809471487998962},{"id":"https://openalex.org/keywords/systematic-review","display_name":"Systematic review","score":0.4774530529975891},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.39557260274887085},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.39303505420684814},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34718406200408936},{"id":"https://openalex.org/keywords/medline","display_name":"MEDLINE","score":0.09950447082519531}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8367823362350464},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.7809471487998962},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.4774530529975891},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.39557260274887085},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.39303505420684814},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34718406200408936},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.09950447082519531},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tlt.2023.3313391","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tlt.2023.3313391","pdf_url":null,"source":{"id":"https://openalex.org/S130363450","display_name":"IEEE Transactions on Learning Technologies","issn_l":"1939-1382","issn":["1939-1382","2372-0050"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Learning Technologies","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.6100000143051147,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W1486317198","https://openalex.org/W1542664738","https://openalex.org/W1988244514","https://openalex.org/W2001945319","https://openalex.org/W2011652184","https://openalex.org/W2025605741","https://openalex.org/W2042893908","https://openalex.org/W2133671140","https://openalex.org/W2168410324","https://openalex.org/W2210543184","https://openalex.org/W2249272905","https://openalex.org/W2259045471","https://openalex.org/W2278300789","https://openalex.org/W2294967437","https://openalex.org/W2559459706","https://openalex.org/W2784291459","https://openalex.org/W2792159272","https://openalex.org/W2804706283","https://openalex.org/W2808222882","https://openalex.org/W2890496411","https://openalex.org/W2891566024","https://openalex.org/W2895283717","https://openalex.org/W2908230866","https://openalex.org/W2917738783","https://openalex.org/W2947650001","https://openalex.org/W2972095621","https://openalex.org/W2973172293","https://openalex.org/W2980321099","https://openalex.org/W2981331597","https://openalex.org/W2981505897","https://openalex.org/W2982961095","https://openalex.org/W2990010426","https://openalex.org/W2996103499","https://openalex.org/W3023986004","https://openalex.org/W3029560629","https://openalex.org/W3037539979","https://openalex.org/W3038492887","https://openalex.org/W3047574972","https://openalex.org/W3159561353","https://openalex.org/W3162882730","https://openalex.org/W4214806258","https://openalex.org/W4289532244","https://openalex.org/W6631043997","https://openalex.org/W6684371158","https://openalex.org/W6757959940"],"related_works":["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","https://openalex.org/W4317039510","https://openalex.org/W4238861846","https://openalex.org/W790944756"],"abstract_inverted_index":{"Recently,":[0],"using":[1],"videos":[2,77,184],"as":[3,17,151,153],"a":[4,9,91],"learning":[5,20,97,132,165,186,208,227,232],"resource":[6],"has":[7],"received":[8],"lot":[10],"of":[11,26,31,83,90,130,137,163,182,198],"attention":[12],"and":[13,67,72,75,79,113,117,127,156,172,218,229],"turned":[14],"widely":[15],"exploited":[16],"an":[18,57],"effective":[19],"tool.":[21],"With":[22],"the":[23,29,81,105,125,142,161,170,180,190,196,202,207,216,230],"rapid":[24],"spread":[25],"instructional":[27],"videos,":[28],"number":[30,82],"these":[32,199,211],"tools":[33],"in":[34,108,148,179,225],"all":[35],"disciplines":[36],"is":[37,42,56],"becoming":[38],"very":[39],"high.":[40],"It":[41],"fractious":[43],"for":[44,64,185],"learners":[45,63],"to":[46,51,70,159,194],"find":[47],"video":[48],"courses":[49],"adapted":[50],"their":[52],"needs.":[53],"Recommender":[54],"system":[55],"important":[58],"tool;":[59],"it":[60],"can":[61],"help":[62],"better":[65,68],"navigation":[66],"guidance":[69],"access":[71],"reach":[73],"information":[74],"interesting":[76],"content":[78],"restrict":[80],"choices":[84],"provided.":[85],"This":[86,100],"article":[87],"presents":[88],"results":[89],"systematic":[92,101],"literature":[93,102],"review":[94,103,120],"on":[95,122],"video-based":[96,131,149,164,226],"recommender":[98,133],"systems.":[99,134,200],"included":[104],"papers":[106],"indexed":[107],"five":[109],"scientific":[110],"digital":[111],"libraries":[112],"published":[114],"between":[115],"2009":[116],"2023.":[118],"Our":[119],"focuses":[121],"examining":[123],"both":[124],"technical":[126,138],"pedagogical":[128,203],"aspects":[129],"In":[135],"terms":[136],"aspects,":[139,204],"we":[140,205],"analyze":[141],"most":[143],"commonly":[144],"used":[145,193],"recommendation":[146],"approaches":[147],"learning,":[150],"well":[152],"additional":[154],"methods":[155],"techniques":[157],"employed":[158],"enhance":[160],"effectiveness":[162],"recommendations.":[166],"We":[167],"also":[168],"explore":[169],"variables":[171],"data":[173],"sources":[174],"that":[175,221],"have":[176,213],"been":[177,214],"investigated":[178],"process":[181],"recommending":[183],"purposes,":[187],"along":[188],"with":[189],"evaluation":[191],"metrics":[192],"assess":[195],"performance":[197],"Regarding":[201],"investigate":[206],"environments":[209],"where":[210],"systems":[212],"implemented,":[215],"subjects":[217],"educational":[219],"programs":[220],"hold":[222],"primary":[223],"importance":[224],"recommendations,":[228],"overall":[231],"process.":[233]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":4}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}