{"id":"https://openalex.org/W7090479980","doi":"https://doi.org/10.3390/bdcc9100259","title":"Towards the Adoption of Recommender Systems in Online Education: A Framework and Implementation","display_name":"Towards the Adoption of Recommender Systems in Online Education: A Framework and Implementation","publication_year":2025,"publication_date":"2025-10-14","ids":{"openalex":"https://openalex.org/W7090479980","doi":"https://doi.org/10.3390/bdcc9100259"},"language":"en","primary_location":{"id":"doi:10.3390/bdcc9100259","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bdcc9100259","pdf_url":null,"source":{"id":"https://openalex.org/S4210238752","display_name":"Big Data and Cognitive Computing","issn_l":"2504-2289","issn":["2504-2289"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data and Cognitive Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.3390/bdcc9100259","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Alex Mart\u00ednez-Mart\u00ednez","orcid":"https://orcid.org/0000-0002-3751-705X"},"institutions":[{"id":"https://openalex.org/I10902133","display_name":"Universitat Jaume I","ror":"https://ror.org/02ws1xc11","country_code":"ES","type":"education","lineage":["https://openalex.org/I10902133"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Alex Mart\u00ednez-Mart\u00ednez","raw_affiliation_strings":["Institute of New Imaging Technologies, Universitat Jaume I, 12071 Castell\u00f3n de la Plana, Spain"],"affiliations":[{"raw_affiliation_string":"Institute of New Imaging Technologies, Universitat Jaume I, 12071 Castell\u00f3n de la Plana, Spain","institution_ids":["https://openalex.org/I10902133"]}]},{"author_position":"middle","author":{"id":null,"display_name":"\u00c1gueda G\u00f3mez-Cambronero","orcid":"https://orcid.org/0000-0003-2986-4331"},"institutions":[{"id":"https://openalex.org/I10902133","display_name":"Universitat Jaume I","ror":"https://ror.org/02ws1xc11","country_code":"ES","type":"education","lineage":["https://openalex.org/I10902133"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"\u00c1gueda G\u00f3mez-Cambronero","raw_affiliation_strings":["Institute of New Imaging Technologies, Universitat Jaume I, 12071 Castell\u00f3n de la Plana, Spain"],"affiliations":[{"raw_affiliation_string":"Institute of New Imaging Technologies, Universitat Jaume I, 12071 Castell\u00f3n de la Plana, Spain","institution_ids":["https://openalex.org/I10902133"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Raul Montoliu","orcid":"https://orcid.org/0000-0002-8467-391X"},"institutions":[{"id":"https://openalex.org/I10902133","display_name":"Universitat Jaume I","ror":"https://ror.org/02ws1xc11","country_code":"ES","type":"education","lineage":["https://openalex.org/I10902133"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Raul Montoliu","raw_affiliation_strings":["Institute of New Imaging Technologies, Universitat Jaume I, 12071 Castell\u00f3n de la Plana, Spain"],"affiliations":[{"raw_affiliation_string":"Institute of New Imaging Technologies, Universitat Jaume I, 12071 Castell\u00f3n de la Plana, Spain","institution_ids":["https://openalex.org/I10902133"]}]},{"author_position":"last","author":{"id":null,"display_name":"Inmaculada Remolar","orcid":"https://orcid.org/0000-0002-7743-2579"},"institutions":[{"id":"https://openalex.org/I10902133","display_name":"Universitat Jaume I","ror":"https://ror.org/02ws1xc11","country_code":"ES","type":"education","lineage":["https://openalex.org/I10902133"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Inmaculada Remolar","raw_affiliation_strings":["Institute of New Imaging Technologies, Universitat Jaume I, 12071 Castell\u00f3n de la Plana, Spain"],"affiliations":[{"raw_affiliation_string":"Institute of New Imaging Technologies, Universitat Jaume I, 12071 Castell\u00f3n de la Plana, Spain","institution_ids":["https://openalex.org/I10902133"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I10902133"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":7.4546,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.97251464,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"9","issue":"10","first_page":"259","last_page":"259"},"is_retracted":false,"is_paratext":false,"is_xpac":true,"primary_topic":{"id":"https://openalex.org/T13623","display_name":"Linguistic Studies and Language Acquisition","score":0.2745000123977661,"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"}},"topics":[{"id":"https://openalex.org/T13623","display_name":"Linguistic Studies and Language Acquisition","score":0.2745000123977661,"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/T13152","display_name":"French Language Learning Methods","score":0.10859999805688858,"subfield":{"id":"https://openalex.org/subfields/3310","display_name":"Linguistics and Language"},"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/T12925","display_name":"Educational and Social Studies","score":0.05209999904036522,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/personalization","display_name":"Personalization","score":0.7024000287055969},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.6243000030517578},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.5404000282287598},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.4991999864578247},{"id":"https://openalex.org/keywords/bridging","display_name":"Bridging (networking)","score":0.4758000075817108},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.42410001158714294},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4009000062942505},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.37040001153945923}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7648000121116638},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.7024000287055969},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.6243000030517578},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.5404000282287598},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.4991999864578247},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4964999854564667},{"id":"https://openalex.org/C174348530","wikidata":"https://www.wikidata.org/wiki/Q188635","display_name":"Bridging (networking)","level":2,"score":0.4758000075817108},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.42410001158714294},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.40689998865127563},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4009000062942505},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.39750000834465027},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.37040001153945923},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.3246999979019165},{"id":"https://openalex.org/C64543145","wikidata":"https://www.wikidata.org/wiki/Q162942","display_name":"Intersection (aeronautics)","level":2,"score":0.31029999256134033},{"id":"https://openalex.org/C180198813","wikidata":"https://www.wikidata.org/wiki/Q121182","display_name":"Information system","level":2,"score":0.30469998717308044},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.28189998865127563},{"id":"https://openalex.org/C72634772","wikidata":"https://www.wikidata.org/wiki/Q386824","display_name":"Data integration","level":2,"score":0.2809000015258789},{"id":"https://openalex.org/C121017731","wikidata":"https://www.wikidata.org/wiki/Q11661","display_name":"Information technology","level":2,"score":0.2639000117778778},{"id":"https://openalex.org/C1668388","wikidata":"https://www.wikidata.org/wiki/Q1149776","display_name":"Data management","level":2,"score":0.2615000009536743},{"id":"https://openalex.org/C2779114481","wikidata":"https://www.wikidata.org/wiki/Q6510117","display_name":"Learning Management","level":2,"score":0.2540999948978424}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/bdcc9100259","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bdcc9100259","pdf_url":null,"source":{"id":"https://openalex.org/S4210238752","display_name":"Big Data and Cognitive Computing","issn_l":"2504-2289","issn":["2504-2289"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data and Cognitive Computing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:b5c05dedd9de4d08bad8e89c2476f276","is_oa":true,"landing_page_url":"https://doaj.org/article/b5c05dedd9de4d08bad8e89c2476f276","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Big Data and Cognitive Computing, Vol 9, Iss 10, p 259 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/bdcc9100259","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bdcc9100259","pdf_url":null,"source":{"id":"https://openalex.org/S4210238752","display_name":"Big Data and Cognitive Computing","issn_l":"2504-2289","issn":["2504-2289"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data and Cognitive Computing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W1604331748","https://openalex.org/W2032191478","https://openalex.org/W2100379340","https://openalex.org/W2112955368","https://openalex.org/W2137357914","https://openalex.org/W2162111811","https://openalex.org/W2168569455","https://openalex.org/W2201394645","https://openalex.org/W2523230691","https://openalex.org/W3049483075","https://openalex.org/W3117756155","https://openalex.org/W3143238284","https://openalex.org/W3189219694","https://openalex.org/W3207212569","https://openalex.org/W4200279827","https://openalex.org/W4205390421","https://openalex.org/W4205409138","https://openalex.org/W4206747164","https://openalex.org/W4210420394","https://openalex.org/W4220699816","https://openalex.org/W4224281599","https://openalex.org/W4225321042","https://openalex.org/W4226336143","https://openalex.org/W4285815577","https://openalex.org/W4289080102","https://openalex.org/W4292092796","https://openalex.org/W4311624407","https://openalex.org/W4366782941","https://openalex.org/W4377081254","https://openalex.org/W4380853141","https://openalex.org/W4385301876","https://openalex.org/W4387162221","https://openalex.org/W4389233068","https://openalex.org/W4391305523","https://openalex.org/W4392124568","https://openalex.org/W4392165467","https://openalex.org/W4406932322","https://openalex.org/W4409495115","https://openalex.org/W4410988555"],"related_works":[],"abstract_inverted_index":{"The":[0,92],"rapid":[1],"expansion":[2],"of":[3,10,21,36,83,148,158],"online":[4,181],"education":[5],"has":[6],"generated":[7],"large":[8],"volumes":[9],"learner":[11,143],"interaction":[12],"data,":[13],"highlighting":[14],"the":[15,135,156],"need":[16],"for":[17,87,152],"intelligent":[18],"systems":[19,57],"capable":[20],"transforming":[22],"this":[23,172],"information":[24],"into":[25,70],"personalized":[26],"guidance.":[27],"Educational":[28],"Recommender":[29],"Systems":[30,73],"(ERS)":[31],"represent":[32],"a":[33,78,123],"key":[34],"application":[35],"big":[37,95,159],"data":[38,96,108,141,160],"analytics":[39],"and":[40,67,81,104,113,131,146,162,177],"machine":[41],"learning,":[42],"offering":[43,150],"adaptive":[44],"learning":[45,182],"pathways":[46],"that":[47],"respond":[48],"to":[49,99,175],"diverse":[50],"student":[51],"needs.":[52],"For":[53],"widespread":[54],"adoption,":[55],"these":[56],"must":[58],"align":[59],"with":[60,169],"pedagogical":[61,132],"principles":[62],"while":[63],"ensuring":[64],"transparency,":[65],"interpretability,":[66],"seamless":[68],"integration":[69],"Learning":[71],"Management":[72],"(LMS).":[74],"This":[75],"paper":[76,136],"introduces":[77],"comprehensive":[79],"framework":[80],"implementation":[82],"an":[84],"ERS":[85],"designed":[86],"platforms":[88],"such":[89,139],"as":[90,140],"Moodle.":[91],"system":[93],"integrates":[94],"processing":[97],"pipelines":[98],"support":[100],"scalability,":[101],"real-time":[102],"interaction,":[103],"multi-layered":[105],"personalization,":[106],"including":[107],"collection,":[109],"preprocessing,":[110],"recommendation":[111],"generation,":[112],"retrieval.":[114],"A":[115],"detailed":[116],"use":[117],"case":[118],"demonstrates":[119],"its":[120],"deployment":[121],"in":[122,180],"real":[124],"educational":[125],"environment,":[126],"underlining":[127],"both":[128],"technical":[129],"feasibility":[130],"value.":[133],"Finally,":[134],"discusses":[137],"challenges":[138],"sparsity,":[142],"model":[144],"complexity,":[145],"evaluation":[147],"effectiveness,":[149],"directions":[151],"future":[153],"research":[154],"at":[155],"intersection":[157],"technologies":[161],"digital":[163],"education.":[164],"By":[165],"bridging":[166],"theoretical":[167],"models":[168],"operational":[170],"platforms,":[171],"work":[173],"contributes":[174],"sustainable":[176],"data-driven":[178],"personalization":[179],"ecosystems.":[183]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-14T00:00:00"}
