{"id":"https://openalex.org/W4292545096","doi":"https://doi.org/10.1007/978-3-031-14756-2_5","title":"Existing Machine Learning Techniques for Knowledge Tracing: A Review Using the PRISMA Guidelines","display_name":"Existing Machine Learning Techniques for Knowledge Tracing: A Review Using the PRISMA Guidelines","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4292545096","doi":"https://doi.org/10.1007/978-3-031-14756-2_5"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-14756-2_5","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-14756-2_5","pdf_url":null,"source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"},"type":"review","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/A5085000444","display_name":"Sergio Iv\u00e1n Ram\u00edrez Luelmo","orcid":"https://orcid.org/0000-0002-7885-0123"},"institutions":[{"id":"https://openalex.org/I2279609970","display_name":"Universit\u00e9 de Lille","ror":"https://ror.org/02kzqn938","country_code":"FR","type":"education","lineage":["https://openalex.org/I2279609970"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Sergio Iv\u00e1n Ram\u00edrez Luelmo","raw_affiliation_strings":["CIREL \u2013 Centre Interuniversitaire de Recherche en \u00c9ducation de Lille, Universit\u00e9 de Lille, Villeneuve d\u2019Ascq, France","CIREL \u2013 Centre Interuniversitaire de Recherche en \u00c9ducation de Lille, Universit\u00e9 de Lille, Villeneuve d'Ascq, France"],"raw_orcid":"https://orcid.org/0000-0002-7885-0123","affiliations":[{"raw_affiliation_string":"CIREL \u2013 Centre Interuniversitaire de Recherche en \u00c9ducation de Lille, Universit\u00e9 de Lille, Villeneuve d\u2019Ascq, France","institution_ids":["https://openalex.org/I2279609970"]},{"raw_affiliation_string":"CIREL \u2013 Centre Interuniversitaire de Recherche en \u00c9ducation de Lille, Universit\u00e9 de Lille, Villeneuve d'Ascq, France","institution_ids":["https://openalex.org/I2279609970"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031592626","display_name":"Nour El Mawas","orcid":"https://orcid.org/0000-0002-0214-9840"},"institutions":[{"id":"https://openalex.org/I2279609970","display_name":"Universit\u00e9 de Lille","ror":"https://ror.org/02kzqn938","country_code":"FR","type":"education","lineage":["https://openalex.org/I2279609970"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Nour El Mawas","raw_affiliation_strings":["CIREL \u2013 Centre Interuniversitaire de Recherche en \u00c9ducation de Lille, Universit\u00e9 de Lille, Villeneuve d\u2019Ascq, France","CIREL \u2013 Centre Interuniversitaire de Recherche en \u00c9ducation de Lille, Universit\u00e9 de Lille, Villeneuve d'Ascq, France"],"raw_orcid":"https://orcid.org/0000-0002-0214-9840","affiliations":[{"raw_affiliation_string":"CIREL \u2013 Centre Interuniversitaire de Recherche en \u00c9ducation de Lille, Universit\u00e9 de Lille, Villeneuve d\u2019Ascq, France","institution_ids":["https://openalex.org/I2279609970"]},{"raw_affiliation_string":"CIREL \u2013 Centre Interuniversitaire de Recherche en \u00c9ducation de Lille, Universit\u00e9 de Lille, Villeneuve d'Ascq, France","institution_ids":["https://openalex.org/I2279609970"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025697443","display_name":"Jean Heutte","orcid":"https://orcid.org/0000-0002-2646-3658"},"institutions":[{"id":"https://openalex.org/I2279609970","display_name":"Universit\u00e9 de Lille","ror":"https://ror.org/02kzqn938","country_code":"FR","type":"education","lineage":["https://openalex.org/I2279609970"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Jean Heutte","raw_affiliation_strings":["CIREL \u2013 Centre Interuniversitaire de Recherche en \u00c9ducation de Lille, Universit\u00e9 de Lille, Villeneuve d\u2019Ascq, France","CIREL \u2013 Centre Interuniversitaire de Recherche en \u00c9ducation de Lille, Universit\u00e9 de Lille, Villeneuve d'Ascq, France"],"raw_orcid":"https://orcid.org/0000-0002-2646-3658","affiliations":[{"raw_affiliation_string":"CIREL \u2013 Centre Interuniversitaire de Recherche en \u00c9ducation de Lille, Universit\u00e9 de Lille, Villeneuve d\u2019Ascq, France","institution_ids":["https://openalex.org/I2279609970"]},{"raw_affiliation_string":"CIREL \u2013 Centre Interuniversitaire de Recherche en \u00c9ducation de Lille, Universit\u00e9 de Lille, Villeneuve d'Ascq, France","institution_ids":["https://openalex.org/I2279609970"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5085000444"],"corresponding_institution_ids":["https://openalex.org/I2279609970"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.21424095,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"73","last_page":"94"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9973999857902527,"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9973999857902527,"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/T11122","display_name":"Online Learning and Analytics","score":0.9884999990463257,"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/T12072","display_name":"Machine Learning and Algorithms","score":0.9812999963760376,"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/tracing","display_name":"Tracing","score":0.6799091100692749},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.650972306728363},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.5446507334709167},{"id":"https://openalex.org/keywords/tracking","display_name":"Tracking (education)","score":0.5436749458312988},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39579036831855774},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.38355201482772827},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.37676510214805603},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.3530859351158142},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.18731757998466492},{"id":"https://openalex.org/keywords/pedagogy","display_name":"Pedagogy","score":0.144383043050766}],"concepts":[{"id":"https://openalex.org/C138673069","wikidata":"https://www.wikidata.org/wiki/Q322229","display_name":"Tracing","level":2,"score":0.6799091100692749},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.650972306728363},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.5446507334709167},{"id":"https://openalex.org/C2775936607","wikidata":"https://www.wikidata.org/wiki/Q466845","display_name":"Tracking (education)","level":2,"score":0.5436749458312988},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39579036831855774},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.38355201482772827},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.37676510214805603},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3530859351158142},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.18731757998466492},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.144383043050766},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-031-14756-2_5","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-14756-2_5","pdf_url":null,"source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W15537341","https://openalex.org/W19828709","https://openalex.org/W754736179","https://openalex.org/W1959691478","https://openalex.org/W2015040676","https://openalex.org/W2021155105","https://openalex.org/W2037664399","https://openalex.org/W2076063813","https://openalex.org/W2089367555","https://openalex.org/W2148603752","https://openalex.org/W2159080219","https://openalex.org/W2161336914","https://openalex.org/W2181443930","https://openalex.org/W2293720191","https://openalex.org/W2483747656","https://openalex.org/W2497192855","https://openalex.org/W2526641011","https://openalex.org/W2559094423","https://openalex.org/W2615786590","https://openalex.org/W2753023724","https://openalex.org/W2771169143","https://openalex.org/W2809387155","https://openalex.org/W2888499047","https://openalex.org/W2890071599","https://openalex.org/W2950182295","https://openalex.org/W2951405082","https://openalex.org/W2970480615","https://openalex.org/W2984353870","https://openalex.org/W3001981035","https://openalex.org/W3021265892","https://openalex.org/W3024108791","https://openalex.org/W3025872148","https://openalex.org/W3095998844","https://openalex.org/W3138418081","https://openalex.org/W3138776777","https://openalex.org/W3159649695","https://openalex.org/W4294215472","https://openalex.org/W4388484663","https://openalex.org/W6605124221","https://openalex.org/W6912447152"],"related_works":["https://openalex.org/W2888673113","https://openalex.org/W2056065966","https://openalex.org/W2062641654","https://openalex.org/W2352602608","https://openalex.org/W2212288070","https://openalex.org/W2084086966","https://openalex.org/W3023262859","https://openalex.org/W3213987435","https://openalex.org/W1517786189","https://openalex.org/W2367675495"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}