{"id":"https://openalex.org/W4404142531","doi":"https://doi.org/10.1007/s10639-024-13045-8","title":"A unified framework for personalized learning pathway recommendation in e-learning contexts","display_name":"A unified framework for personalized learning pathway recommendation in e-learning contexts","publication_year":2024,"publication_date":"2024-11-07","ids":{"openalex":"https://openalex.org/W4404142531","doi":"https://doi.org/10.1007/s10639-024-13045-8"},"language":"en","primary_location":{"id":"doi:10.1007/s10639-024-13045-8","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10639-024-13045-8","pdf_url":null,"source":{"id":"https://openalex.org/S166722454","display_name":"Education and Information Technologies","issn_l":"1360-2357","issn":["1360-2357","1573-7608"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Education and Information 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/A5050587901","display_name":"Yaqian Zheng","orcid":"https://orcid.org/0009-0005-9807-3623"},"institutions":[{"id":"https://openalex.org/I25254941","display_name":"Beijing Normal University","ror":"https://ror.org/022k4wk35","country_code":"CN","type":"education","lineage":["https://openalex.org/I25254941"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yaqian Zheng","raw_affiliation_strings":["Institute of Advanced Studies in Humanities and Social Sciences, Beijing Normal University at Zhuhai, Zhuhai, China","Research Center for Knowledge Engineering, Beijing Normal University, Beijing, China","School of Educational Technology, Beijing Normal University, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0005-9807-3623","affiliations":[{"raw_affiliation_string":"Institute of Advanced Studies in Humanities and Social Sciences, Beijing Normal University at Zhuhai, Zhuhai, China","institution_ids":["https://openalex.org/I25254941"]},{"raw_affiliation_string":"Research Center for Knowledge Engineering, Beijing Normal University, Beijing, China","institution_ids":["https://openalex.org/I25254941"]},{"raw_affiliation_string":"School of Educational Technology, Beijing Normal University, Beijing, China","institution_ids":["https://openalex.org/I25254941"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101752802","display_name":"Deliang Wang","orcid":"https://orcid.org/0009-0008-6488-0234"},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Deliang Wang","raw_affiliation_strings":["Faculty of Education, The University of Hong Kong, Hong Kong, China"],"raw_orcid":"https://orcid.org/0009-0008-6488-0234","affiliations":[{"raw_affiliation_string":"Faculty of Education, The University of Hong Kong, Hong Kong, China","institution_ids":["https://openalex.org/I889458895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100704557","display_name":"Junjie Zhang","orcid":"https://orcid.org/0000-0002-9413-4047"},"institutions":[{"id":"https://openalex.org/I37448385","display_name":"China People's Public Security University","ror":"https://ror.org/05twya590","country_code":"CN","type":"education","lineage":["https://openalex.org/I37448385"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junjie Zhang","raw_affiliation_strings":["School of Information and Cyber Security, People\u2019s Public Security University of China, Beijing, China","School of Information and Cyber Security, People's Public Security University of China, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-9413-4047","affiliations":[{"raw_affiliation_string":"School of Information and Cyber Security, People\u2019s Public Security University of China, Beijing, China","institution_ids":["https://openalex.org/I37448385"]},{"raw_affiliation_string":"School of Information and Cyber Security, People's Public Security University of China, Beijing, China","institution_ids":["https://openalex.org/I37448385"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100324140","display_name":"Yanyan Li","orcid":"https://orcid.org/0000-0002-8558-5911"},"institutions":[{"id":"https://openalex.org/I25254941","display_name":"Beijing Normal University","ror":"https://ror.org/022k4wk35","country_code":"CN","type":"education","lineage":["https://openalex.org/I25254941"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanyan Li","raw_affiliation_strings":["Research Center for Knowledge Engineering, Beijing Normal University, Beijing, China","School of Educational Technology, Beijing Normal University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-8558-5911","affiliations":[{"raw_affiliation_string":"Research Center for Knowledge Engineering, Beijing Normal University, Beijing, China","institution_ids":["https://openalex.org/I25254941"]},{"raw_affiliation_string":"School of Educational Technology, Beijing Normal University, Beijing, China","institution_ids":["https://openalex.org/I25254941"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034452278","display_name":"Yaping Xu","orcid":"https://orcid.org/0009-0002-1091-6939"},"institutions":[{"id":"https://openalex.org/I25254941","display_name":"Beijing Normal University","ror":"https://ror.org/022k4wk35","country_code":"CN","type":"education","lineage":["https://openalex.org/I25254941"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yaping Xu","raw_affiliation_strings":["Research Center for Knowledge Engineering, Beijing Normal University, Beijing, China","School of Educational Technology, Beijing Normal University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Center for Knowledge Engineering, Beijing Normal University, Beijing, China","institution_ids":["https://openalex.org/I25254941"]},{"raw_affiliation_string":"School of Educational Technology, Beijing Normal University, Beijing, China","institution_ids":["https://openalex.org/I25254941"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101811429","display_name":"Yan Zhao","orcid":"https://orcid.org/0000-0002-8783-968X"},"institutions":[{"id":"https://openalex.org/I25254941","display_name":"Beijing Normal University","ror":"https://ror.org/022k4wk35","country_code":"CN","type":"education","lineage":["https://openalex.org/I25254941"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yaqi Zhao","raw_affiliation_strings":["Research Center for Knowledge Engineering, Beijing Normal University, Beijing, China","School of Educational Technology, Beijing Normal University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Center for Knowledge Engineering, Beijing Normal University, Beijing, China","institution_ids":["https://openalex.org/I25254941"]},{"raw_affiliation_string":"School of Educational Technology, Beijing Normal University, Beijing, China","institution_ids":["https://openalex.org/I25254941"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075218115","display_name":"Yafeng Zheng","orcid":"https://orcid.org/0000-0003-4599-163X"},"institutions":[{"id":"https://openalex.org/I25254941","display_name":"Beijing Normal University","ror":"https://ror.org/022k4wk35","country_code":"CN","type":"education","lineage":["https://openalex.org/I25254941"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yafeng Zheng","raw_affiliation_strings":["Institute of Advanced Studies in Humanities and Social Sciences, Beijing Normal University at Zhuhai, Zhuhai, China","Research Center for Knowledge Engineering, Beijing Normal University, Beijing, China","School of Educational Technology, Beijing Normal University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Advanced Studies in Humanities and Social Sciences, Beijing Normal University at Zhuhai, Zhuhai, China","institution_ids":["https://openalex.org/I25254941"]},{"raw_affiliation_string":"Research Center for Knowledge Engineering, Beijing Normal University, Beijing, China","institution_ids":["https://openalex.org/I25254941"]},{"raw_affiliation_string":"School of Educational Technology, Beijing Normal University, Beijing, China","institution_ids":["https://openalex.org/I25254941"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5050587901"],"corresponding_institution_ids":["https://openalex.org/I25254941"],"apc_list":{"value":2590,"currency":"EUR","value_usd":3190},"apc_paid":null,"fwci":4.2951,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.95219954,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"30","issue":"6","first_page":"7911","last_page":"7948"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12171","display_name":"Open Education and E-Learning","score":0.9937000274658203,"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"}},"topics":[{"id":"https://openalex.org/T12171","display_name":"Open Education and E-Learning","score":0.9937000274658203,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9829000234603882,"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9696999788284302,"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/educational-technology","display_name":"Educational technology","score":0.6860994100570679},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5974448323249817},{"id":"https://openalex.org/keywords/personalized-learning","display_name":"Personalized learning","score":0.5729276537895203},{"id":"https://openalex.org/keywords/electronic-learning","display_name":"Electronic learning","score":0.5131638646125793},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.3396327495574951},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.320451557636261},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.2879314422607422},{"id":"https://openalex.org/keywords/teaching-method","display_name":"Teaching method","score":0.28713905811309814},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.27071723341941833},{"id":"https://openalex.org/keywords/open-learning","display_name":"Open learning","score":0.25475457310676575},{"id":"https://openalex.org/keywords/cooperative-learning","display_name":"Cooperative learning","score":0.20672589540481567}],"concepts":[{"id":"https://openalex.org/C16443162","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Educational technology","level":2,"score":0.6860994100570679},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5974448323249817},{"id":"https://openalex.org/C142039133","wikidata":"https://www.wikidata.org/wiki/Q3620943","display_name":"Personalized learning","level":5,"score":0.5729276537895203},{"id":"https://openalex.org/C3019723476","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Electronic learning","level":3,"score":0.5131638646125793},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3396327495574951},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.320451557636261},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.2879314422607422},{"id":"https://openalex.org/C88610354","wikidata":"https://www.wikidata.org/wiki/Q1813494","display_name":"Teaching method","level":2,"score":0.28713905811309814},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.27071723341941833},{"id":"https://openalex.org/C15122004","wikidata":"https://www.wikidata.org/wiki/Q385756","display_name":"Open learning","level":4,"score":0.25475457310676575},{"id":"https://openalex.org/C51672120","wikidata":"https://www.wikidata.org/wiki/Q303446","display_name":"Cooperative learning","level":3,"score":0.20672589540481567}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10639-024-13045-8","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10639-024-13045-8","pdf_url":null,"source":{"id":"https://openalex.org/S166722454","display_name":"Education and Information Technologies","issn_l":"1360-2357","issn":["1360-2357","1573-7608"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Education and Information Technologies","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.75,"id":"https://metadata.un.org/sdg/4"}],"awards":[{"id":"https://openalex.org/G5826759973","display_name":null,"funder_award_id":"9222019","funder_id":"https://openalex.org/F4320322919","funder_display_name":"Natural Science Foundation of Beijing Municipality"},{"id":"https://openalex.org/G7167285656","display_name":null,"funder_award_id":"62277006","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322919","display_name":"Natural Science Foundation of Beijing Municipality","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":71,"referenced_works":["https://openalex.org/W1493641365","https://openalex.org/W1949012890","https://openalex.org/W1974828111","https://openalex.org/W1989393627","https://openalex.org/W2006155351","https://openalex.org/W2017268736","https://openalex.org/W2031072803","https://openalex.org/W2035901571","https://openalex.org/W2112284093","https://openalex.org/W2128762979","https://openalex.org/W2146243615","https://openalex.org/W2252646513","https://openalex.org/W2337506561","https://openalex.org/W2588518186","https://openalex.org/W2592984948","https://openalex.org/W2750225358","https://openalex.org/W2775901116","https://openalex.org/W2791327891","https://openalex.org/W2864717551","https://openalex.org/W2892923464","https://openalex.org/W2898379875","https://openalex.org/W2914866826","https://openalex.org/W2940394683","https://openalex.org/W2950875463","https://openalex.org/W2953819997","https://openalex.org/W2957304166","https://openalex.org/W2967155883","https://openalex.org/W2968091587","https://openalex.org/W2971117347","https://openalex.org/W2972184597","https://openalex.org/W2980414158","https://openalex.org/W2991846997","https://openalex.org/W2996103499","https://openalex.org/W3004766324","https://openalex.org/W3009232999","https://openalex.org/W3031927489","https://openalex.org/W3037966027","https://openalex.org/W3063913079","https://openalex.org/W3084862617","https://openalex.org/W3092152705","https://openalex.org/W3130343671","https://openalex.org/W3141740147","https://openalex.org/W3152584345","https://openalex.org/W3155500105","https://openalex.org/W3158578466","https://openalex.org/W3159688088","https://openalex.org/W3170985148","https://openalex.org/W3181964928","https://openalex.org/W3187425549","https://openalex.org/W3207964094","https://openalex.org/W3212823353","https://openalex.org/W4200483358","https://openalex.org/W4200571844","https://openalex.org/W4205561404","https://openalex.org/W4210931575","https://openalex.org/W4225336185","https://openalex.org/W4246252528","https://openalex.org/W4281930622","https://openalex.org/W4293254224","https://openalex.org/W4294862274","https://openalex.org/W4300484399","https://openalex.org/W4307711972","https://openalex.org/W4311126237","https://openalex.org/W4320005606","https://openalex.org/W4322505885","https://openalex.org/W4323543470","https://openalex.org/W4366292945","https://openalex.org/W4385146366","https://openalex.org/W4385212620","https://openalex.org/W4389109936","https://openalex.org/W6927171886"],"related_works":["https://openalex.org/W4387162798","https://openalex.org/W3046364528","https://openalex.org/W4280497991","https://openalex.org/W2022190765","https://openalex.org/W4401845870","https://openalex.org/W4399438741","https://openalex.org/W4402134461","https://openalex.org/W4401370557","https://openalex.org/W1836646750","https://openalex.org/W3179112852"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":7}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}