{"id":"https://openalex.org/W3022822446","doi":"https://doi.org/10.1145/3377571.3377587","title":"Review of Deep Learning-Based Personalized Learning Recommendation","display_name":"Review of Deep Learning-Based Personalized Learning Recommendation","publication_year":2020,"publication_date":"2020-01-10","ids":{"openalex":"https://openalex.org/W3022822446","doi":"https://doi.org/10.1145/3377571.3377587","mag":"3022822446"},"language":"en","primary_location":{"id":"doi:10.1145/3377571.3377587","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3377571.3377587","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2020 11th International Conference on E-Education, E-Business, E-Management, and E-Learning","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/A5016550361","display_name":"Ling Zhong","orcid":"https://orcid.org/0000-0001-7615-387X"},"institutions":[{"id":"https://openalex.org/I40963666","display_name":"Central China Normal University","ror":"https://ror.org/03x1jna21","country_code":"CN","type":"education","lineage":["https://openalex.org/I40963666"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ling Zhong","raw_affiliation_strings":["Educational Information Research Center of Hubei, Central China Normal University, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Educational Information Research Center of Hubei, Central China Normal University, Wuhan, China","institution_ids":["https://openalex.org/I40963666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026977092","display_name":"Yantao Wei","orcid":"https://orcid.org/0000-0001-7225-1958"},"institutions":[{"id":"https://openalex.org/I40963666","display_name":"Central China Normal University","ror":"https://ror.org/03x1jna21","country_code":"CN","type":"education","lineage":["https://openalex.org/I40963666"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yantao Wei","raw_affiliation_strings":["Educational Information Research Center of Hubei, Central China Normal University, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Educational Information Research Center of Hubei, Central China Normal University, Wuhan, China","institution_ids":["https://openalex.org/I40963666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101556719","display_name":"Huang Yao","orcid":"https://orcid.org/0000-0001-5055-4106"},"institutions":[{"id":"https://openalex.org/I40963666","display_name":"Central China Normal University","ror":"https://ror.org/03x1jna21","country_code":"CN","type":"education","lineage":["https://openalex.org/I40963666"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huang Yao","raw_affiliation_strings":["School of Educational Information Technology, Central China Normal University, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Educational Information Technology, Central China Normal University, Wuhan, China","institution_ids":["https://openalex.org/I40963666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101715734","display_name":"Wei Deng","orcid":"https://orcid.org/0000-0001-8826-7882"},"institutions":[{"id":"https://openalex.org/I40963666","display_name":"Central China Normal University","ror":"https://ror.org/03x1jna21","country_code":"CN","type":"education","lineage":["https://openalex.org/I40963666"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Deng","raw_affiliation_strings":["Educational Information Research Center of Hubei, Central China Normal University, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Educational Information Research Center of Hubei, Central China Normal University, Wuhan, China","institution_ids":["https://openalex.org/I40963666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100374899","display_name":"Zhifeng Wang","orcid":"https://orcid.org/0000-0001-6469-9234"},"institutions":[{"id":"https://openalex.org/I40963666","display_name":"Central China Normal University","ror":"https://ror.org/03x1jna21","country_code":"CN","type":"education","lineage":["https://openalex.org/I40963666"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhifeng Wang","raw_affiliation_strings":["School of Educational Information Technology, Central China Normal University, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Educational Information Technology, Central China Normal University, Wuhan, China","institution_ids":["https://openalex.org/I40963666"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078791358","display_name":"Mingwen Tong","orcid":"https://orcid.org/0000-0002-9524-7983"},"institutions":[{"id":"https://openalex.org/I40963666","display_name":"Central China Normal University","ror":"https://ror.org/03x1jna21","country_code":"CN","type":"education","lineage":["https://openalex.org/I40963666"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingwen Tong","raw_affiliation_strings":["School of Educational Information Technology, Central China Normal University, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Educational Information Technology, Central China Normal University, Wuhan, China","institution_ids":["https://openalex.org/I40963666"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5016550361"],"corresponding_institution_ids":["https://openalex.org/I40963666"],"apc_list":null,"apc_paid":null,"fwci":2.5495,"has_fulltext":false,"cited_by_count":25,"citation_normalized_percentile":{"value":0.90700339,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"145","last_page":"149"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"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"}},"topics":[{"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9962999820709229,"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":0.9763000011444092,"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/personalized-learning","display_name":"Personalized learning","score":0.8423160910606384},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.8091704249382019},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.776353657245636},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5580635666847229},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5490456223487854},{"id":"https://openalex.org/keywords/online-learning","display_name":"Online learning","score":0.4959627091884613},{"id":"https://openalex.org/keywords/synchronous-learning","display_name":"Synchronous learning","score":0.46486836671829224},{"id":"https://openalex.org/keywords/educational-technology","display_name":"Educational technology","score":0.46113622188568115},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.32921165227890015},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.31398171186447144},{"id":"https://openalex.org/keywords/open-learning","display_name":"Open learning","score":0.26474449038505554},{"id":"https://openalex.org/keywords/cooperative-learning","display_name":"Cooperative learning","score":0.20533901453018188},{"id":"https://openalex.org/keywords/teaching-method","display_name":"Teaching method","score":0.15114623308181763},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.08743032813072205},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.06854453682899475}],"concepts":[{"id":"https://openalex.org/C142039133","wikidata":"https://www.wikidata.org/wiki/Q3620943","display_name":"Personalized learning","level":5,"score":0.8423160910606384},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.8091704249382019},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.776353657245636},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5580635666847229},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5490456223487854},{"id":"https://openalex.org/C2986087404","wikidata":"https://www.wikidata.org/wiki/Q15946010","display_name":"Online learning","level":2,"score":0.4959627091884613},{"id":"https://openalex.org/C19122763","wikidata":"https://www.wikidata.org/wiki/Q7662215","display_name":"Synchronous learning","level":4,"score":0.46486836671829224},{"id":"https://openalex.org/C16443162","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Educational technology","level":2,"score":0.46113622188568115},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.32921165227890015},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.31398171186447144},{"id":"https://openalex.org/C15122004","wikidata":"https://www.wikidata.org/wiki/Q385756","display_name":"Open learning","level":4,"score":0.26474449038505554},{"id":"https://openalex.org/C51672120","wikidata":"https://www.wikidata.org/wiki/Q303446","display_name":"Cooperative learning","level":3,"score":0.20533901453018188},{"id":"https://openalex.org/C88610354","wikidata":"https://www.wikidata.org/wiki/Q1813494","display_name":"Teaching method","level":2,"score":0.15114623308181763},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.08743032813072205},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.06854453682899475},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3377571.3377587","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3377571.3377587","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2020 11th International Conference on E-Education, E-Business, E-Management, and E-Learning","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7900000214576721,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1498436455","https://openalex.org/W2064675550","https://openalex.org/W2102409316","https://openalex.org/W2154443911","https://openalex.org/W2373869618","https://openalex.org/W2596352504","https://openalex.org/W2791327891","https://openalex.org/W2808573650","https://openalex.org/W2921937102","https://openalex.org/W2977775464","https://openalex.org/W2989629722","https://openalex.org/W4299819557","https://openalex.org/W4365393081"],"related_works":["https://openalex.org/W3046364528","https://openalex.org/W3207508404","https://openalex.org/W4280497991","https://openalex.org/W4387162798","https://openalex.org/W2096586663","https://openalex.org/W1804688992","https://openalex.org/W3177970744","https://openalex.org/W1597787164","https://openalex.org/W2965378151","https://openalex.org/W1967000815"],"abstract_inverted_index":{"Online":[0],"learning":[1,27,38,46,64,104],"has":[2,49],"become":[3,50],"a":[4],"significant":[5],"way":[6],"for":[7,26,97],"learners":[8],"to":[9,15,22,54],"acquire":[10],"knowledge,":[11],"which":[12],"enables":[13],"anybody":[14],"learn":[16],"anywhere":[17],"and":[18,75,89],"anytime.":[19],"However,":[20],"how":[21],"choose":[23],"appropriate":[24],"content":[25],"is":[28,72],"an":[29,51],"interesting":[30],"issue,":[31],"especially":[32],"when":[33],"one":[34],"faces":[35],"massive":[36],"online":[37],"resources.":[39],"With":[40],"this":[41,56,59],"regard,":[42],"deep":[43,61,101],"learning-based":[44,62,102],"personalized":[45,63,103],"resources":[47],"recommendation":[48,65],"effective":[52],"approach":[53],"handle":[55],"problem.":[57],"In":[58],"paper,":[60],"technology":[66],"in":[67],"the":[68],"field":[69],"of":[70,78],"education":[71],"thoroughly":[73],"analyzed,":[74],"some":[76],"limitations":[77],"recent":[79],"studies":[80],"as":[81,83],"well":[82],"future":[84,98],"works,":[85],"then,":[86],"are":[87],"reported":[88],"predicted":[90],"respectively.":[91],"The":[92],"study":[93],"would":[94],"provide":[95],"suggestions":[96],"research":[99],"on":[100],"recommendations.":[105]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":5}],"updated_date":"2026-05-21T09:19:25.381259","created_date":"2025-10-10T00:00:00"}