{"id":"https://openalex.org/W4226468525","doi":"https://doi.org/10.1007/s10115-022-01674-9","title":"Modeling and predicting students\u2019 engagement behaviors using mixture Markov models","display_name":"Modeling and predicting students\u2019 engagement behaviors using mixture Markov models","publication_year":2022,"publication_date":"2022-04-07","ids":{"openalex":"https://openalex.org/W4226468525","doi":"https://doi.org/10.1007/s10115-022-01674-9"},"language":"en","primary_location":{"id":"doi:10.1007/s10115-022-01674-9","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10115-022-01674-9","pdf_url":null,"source":{"id":"https://openalex.org/S81770430","display_name":"Knowledge and Information Systems","issn_l":"0219-1377","issn":["0219-1377","0219-3116"],"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":"Knowledge and Information Systems","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2403.05555","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5072223892","display_name":"Rabia Maqsood","orcid":"https://orcid.org/0000-0002-4620-4362"},"institutions":[{"id":"https://openalex.org/I201384688","display_name":"National University of Computer and Emerging Sciences","ror":"https://ror.org/003eyb898","country_code":"PK","type":"education","lineage":["https://openalex.org/I201384688"]}],"countries":["PK"],"is_corresponding":true,"raw_author_name":"Rabia Maqsood","raw_affiliation_strings":["Department of Computer Science, National University of Computer and Emerging Sciences, Islamabad, Chiniot-Faisalabad Campus, Pakistan"],"raw_orcid":"https://orcid.org/0000-0002-4620-4362","affiliations":[{"raw_affiliation_string":"Department of Computer Science, National University of Computer and Emerging Sciences, Islamabad, Chiniot-Faisalabad Campus, Pakistan","institution_ids":["https://openalex.org/I201384688"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030929146","display_name":"Paolo Ceravolo","orcid":"https://orcid.org/0000-0002-4519-0173"},"institutions":[{"id":"https://openalex.org/I189158943","display_name":"University of Milan","ror":"https://ror.org/00wjc7c48","country_code":"IT","type":"education","lineage":["https://openalex.org/I189158943"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Paolo Ceravolo","raw_affiliation_strings":["Computer Science Department, Universit\u00e1 degli Studi di Milano, Milan, Italy"],"raw_orcid":"https://orcid.org/0000-0002-4519-0173","affiliations":[{"raw_affiliation_string":"Computer Science Department, Universit\u00e1 degli Studi di Milano, Milan, Italy","institution_ids":["https://openalex.org/I189158943"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065641048","display_name":"Crist\u00f3bal Romero","orcid":"https://orcid.org/0000-0003-4180-4948"},"institutions":[{"id":"https://openalex.org/I53110688","display_name":"University of C\u00f3rdoba","ror":"https://ror.org/05yc77b46","country_code":"ES","type":"education","lineage":["https://openalex.org/I53110688"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Crist\u00f3bal Romero","raw_affiliation_strings":["Department of Computer Science and Numerical Analysis, University of Cordoba, Cordoba, Spain"],"raw_orcid":"https://orcid.org/0000-0003-4180-4948","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Numerical Analysis, University of Cordoba, Cordoba, Spain","institution_ids":["https://openalex.org/I53110688"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033238429","display_name":"Sebasti\u00e1n Ventura","orcid":"https://orcid.org/0000-0003-4216-6378"},"institutions":[{"id":"https://openalex.org/I53110688","display_name":"University of C\u00f3rdoba","ror":"https://ror.org/05yc77b46","country_code":"ES","type":"education","lineage":["https://openalex.org/I53110688"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Sebasti\u00e1n Ventura","raw_affiliation_strings":["Department of Computer Science and Numerical Analysis, University of Cordoba, Cordoba, Spain"],"raw_orcid":"https://orcid.org/0000-0003-4216-6378","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Numerical Analysis, University of Cordoba, Cordoba, Spain","institution_ids":["https://openalex.org/I53110688"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5072223892"],"corresponding_institution_ids":["https://openalex.org/I201384688"],"apc_list":{"value":2290,"currency":"EUR","value_usd":2890},"apc_paid":null,"fwci":2.4969,"has_fulltext":true,"cited_by_count":18,"citation_normalized_percentile":{"value":0.90555777,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"64","issue":"5","first_page":"1349","last_page":"1384"},"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":0.979200005531311,"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":0.979200005531311,"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":0.9599999785423279,"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/T13283","display_name":"Mental Health Research Topics","score":0.9035999774932861,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.5610898733139038},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5092726945877075},{"id":"https://openalex.org/keywords/markov-model","display_name":"Markov model","score":0.43670135736465454},{"id":"https://openalex.org/keywords/mixture-model","display_name":"Mixture model","score":0.4348008632659912},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3989807665348053},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3949181139469147}],"concepts":[{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.5610898733139038},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5092726945877075},{"id":"https://openalex.org/C163836022","wikidata":"https://www.wikidata.org/wiki/Q6771326","display_name":"Markov model","level":3,"score":0.43670135736465454},{"id":"https://openalex.org/C61224824","wikidata":"https://www.wikidata.org/wiki/Q2260434","display_name":"Mixture model","level":2,"score":0.4348008632659912},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3989807665348053},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3949181139469147}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s10115-022-01674-9","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10115-022-01674-9","pdf_url":null,"source":{"id":"https://openalex.org/S81770430","display_name":"Knowledge and Information Systems","issn_l":"0219-1377","issn":["0219-1377","0219-3116"],"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":"Knowledge and Information Systems","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2403.05555","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2403.05555","pdf_url":"https://arxiv.org/pdf/2403.05555","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:helvia.uco.es:10396/26439","is_oa":true,"landing_page_url":"http://hdl.handle.net/10396/26439","pdf_url":"http://helvia.uco.es/xmlui/bitstream/10396/26439/3/modeling_and_predicting.pdf","source":{"id":"https://openalex.org/S4306401816","display_name":"Universidad de C\u00f3rdoba Insitutional Repository (Universidad de C\u00f3rdoba)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210163269","host_organization_name":"Universidad Paccioli de C\u00f3rdoba","host_organization_lineage":["https://openalex.org/I4210163269"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Maqsood, R., Ceravolo, P., Romero, C., &amp; Ventura, S. (2022). Modeling and predicting students\u2019 engagement behaviors using mixture Markov models. Knowledge and Information Systems, 64(5), 1349-1384. https://doi.org/10.1007/s10115-022-01674-9","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2403.05555","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2403.05555","pdf_url":"https://arxiv.org/pdf/2403.05555","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3970955121","display_name":null,"funder_award_id":"TIN2017-83445-P","funder_id":"https://openalex.org/F4320321837","funder_display_name":"Ministerio de Econom\u00eda y Competitividad"},{"id":"https://openalex.org/G4600879943","display_name":null,"funder_award_id":"TIN2017-83445-P","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"}],"funders":[{"id":"https://openalex.org/F4320321837","display_name":"Ministerio de Econom\u00eda y Competitividad","ror":"https://ror.org/034900433"},{"id":"https://openalex.org/F4320335322","display_name":"European Regional Development Fund","ror":"https://ror.org/00k4n6c32"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4226468525.pdf"},"referenced_works_count":32,"referenced_works":["https://openalex.org/W973843712","https://openalex.org/W1522502157","https://openalex.org/W1582038735","https://openalex.org/W1966129222","https://openalex.org/W1987626674","https://openalex.org/W1988764623","https://openalex.org/W2005534705","https://openalex.org/W2022461363","https://openalex.org/W2030518701","https://openalex.org/W2041681658","https://openalex.org/W2049633694","https://openalex.org/W2058815839","https://openalex.org/W2093716905","https://openalex.org/W2105043933","https://openalex.org/W2105594594","https://openalex.org/W2105940347","https://openalex.org/W2112865076","https://openalex.org/W2120607730","https://openalex.org/W2133277489","https://openalex.org/W2149230623","https://openalex.org/W2151896683","https://openalex.org/W2160015010","https://openalex.org/W2168175751","https://openalex.org/W2169570446","https://openalex.org/W2478992108","https://openalex.org/W2534222797","https://openalex.org/W2769764771","https://openalex.org/W2883452695","https://openalex.org/W2886063954","https://openalex.org/W2947596144","https://openalex.org/W2950322842","https://openalex.org/W4292080463"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347","https://openalex.org/W4210805261"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":2}],"updated_date":"2026-04-27T08:22:11.395708","created_date":"2025-10-10T00:00:00"}
