{"id":"https://openalex.org/W3032942187","doi":"https://doi.org/10.1007/978-3-030-49663-0_19","title":"Intelligent Predictive Analytics for Identifying Students at Risk of Failure in Moodle Courses","display_name":"Intelligent Predictive Analytics for Identifying Students at Risk of Failure in Moodle Courses","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3032942187","doi":"https://doi.org/10.1007/978-3-030-49663-0_19","mag":"3032942187"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-49663-0_19","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-49663-0_19","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","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/A5019022931","display_name":"Theodoros Anagnostopoulos","orcid":"https://orcid.org/0000-0002-5587-2848"},"institutions":[{"id":"https://openalex.org/I4210094138","display_name":"University of West Attica","ror":"https://ror.org/00r2r5k05","country_code":"GR","type":"education","lineage":["https://openalex.org/I4210094138"]},{"id":"https://openalex.org/I173089394","display_name":"ITMO University","ror":"https://ror.org/04txgxn49","country_code":"RU","type":"education","lineage":["https://openalex.org/I173089394"]}],"countries":["GR","RU"],"is_corresponding":true,"raw_author_name":"Theodoros Anagnostopoulos","raw_affiliation_strings":["Department of Business Administration, University of West Attica, Egaleo, Greece","Department of Infocommunication Technologies, ITMO University, St. Petersburg, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Business Administration, University of West Attica, Egaleo, Greece","institution_ids":["https://openalex.org/I4210094138"]},{"raw_affiliation_string":"Department of Infocommunication Technologies, ITMO University, St. Petersburg, Russia","institution_ids":["https://openalex.org/I173089394"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090943591","display_name":"Christos Kytagias","orcid":"https://orcid.org/0000-0001-6037-0036"},"institutions":[{"id":"https://openalex.org/I4210094138","display_name":"University of West Attica","ror":"https://ror.org/00r2r5k05","country_code":"GR","type":"education","lineage":["https://openalex.org/I4210094138"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Christos Kytagias","raw_affiliation_strings":["Department of Business Administration, University of West Attica, Egaleo, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Business Administration, University of West Attica, Egaleo, Greece","institution_ids":["https://openalex.org/I4210094138"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042780821","display_name":"Theodoros Xanthopoulos","orcid":null},"institutions":[{"id":"https://openalex.org/I4210094138","display_name":"University of West Attica","ror":"https://ror.org/00r2r5k05","country_code":"GR","type":"education","lineage":["https://openalex.org/I4210094138"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Theodoros Xanthopoulos","raw_affiliation_strings":["Department of Business Administration, University of West Attica, Egaleo, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Business Administration, University of West Attica, Egaleo, Greece","institution_ids":["https://openalex.org/I4210094138"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068570352","display_name":"Ioannis Georgakopoulos","orcid":"https://orcid.org/0000-0002-6354-9805"},"institutions":[{"id":"https://openalex.org/I4210124742","display_name":"Primary HealthCare","ror":"https://ror.org/02ynw0r73","country_code":"MT","type":"healthcare","lineage":["https://openalex.org/I4210124742","https://openalex.org/I4210134722"]},{"id":"https://openalex.org/I4210094138","display_name":"University of West Attica","ror":"https://ror.org/00r2r5k05","country_code":"GR","type":"education","lineage":["https://openalex.org/I4210094138"]}],"countries":["GR","MT"],"is_corresponding":false,"raw_author_name":"Ioannis Georgakopoulos","raw_affiliation_strings":["Department of Business Administration, University of West Attica, Egaleo, Greece","Department of Primary Education, NKUA, Athens, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Business Administration, University of West Attica, Egaleo, Greece","institution_ids":["https://openalex.org/I4210094138"]},{"raw_affiliation_string":"Department of Primary Education, NKUA, Athens, Greece","institution_ids":["https://openalex.org/I4210124742"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078281022","display_name":"Ioannis Salmon","orcid":"https://orcid.org/0009-0006-9089-8898"},"institutions":[{"id":"https://openalex.org/I4210094138","display_name":"University of West Attica","ror":"https://ror.org/00r2r5k05","country_code":"GR","type":"education","lineage":["https://openalex.org/I4210094138"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Ioannis Salmon","raw_affiliation_strings":["Department of Business Administration, University of West Attica, Egaleo, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Business Administration, University of West Attica, Egaleo, Greece","institution_ids":["https://openalex.org/I4210094138"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067289495","display_name":"Yannis Psaromiligkos","orcid":"https://orcid.org/0000-0002-8420-8663"},"institutions":[{"id":"https://openalex.org/I4210094138","display_name":"University of West Attica","ror":"https://ror.org/00r2r5k05","country_code":"GR","type":"education","lineage":["https://openalex.org/I4210094138"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Yannis Psaromiligkos","raw_affiliation_strings":["Department of Business Administration, University of West Attica, Egaleo, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Business Administration, University of West Attica, Egaleo, Greece","institution_ids":["https://openalex.org/I4210094138"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5019022931"],"corresponding_institution_ids":["https://openalex.org/I173089394","https://openalex.org/I4210094138"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":5.7403,"has_fulltext":false,"cited_by_count":21,"citation_normalized_percentile":{"value":0.9624119,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"152","last_page":"162"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9998999834060669,"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":0.9998999834060669,"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.944100022315979,"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/computer-science","display_name":"Computer science","score":0.8143562078475952},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.7724007368087769},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5870904922485352},{"id":"https://openalex.org/keywords/voting","display_name":"Voting","score":0.5442843437194824},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5360254645347595},{"id":"https://openalex.org/keywords/educational-data-mining","display_name":"Educational data mining","score":0.5329023003578186},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.530460000038147},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5037419199943542},{"id":"https://openalex.org/keywords/learning-management","display_name":"Learning Management","score":0.5029265284538269},{"id":"https://openalex.org/keywords/predictive-analytics","display_name":"Predictive analytics","score":0.4312833547592163},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3194965720176697},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.20702490210533142}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8143562078475952},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.7724007368087769},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5870904922485352},{"id":"https://openalex.org/C520049643","wikidata":"https://www.wikidata.org/wiki/Q189760","display_name":"Voting","level":3,"score":0.5442843437194824},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5360254645347595},{"id":"https://openalex.org/C2777598771","wikidata":"https://www.wikidata.org/wiki/Q5341279","display_name":"Educational data mining","level":2,"score":0.5329023003578186},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.530460000038147},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5037419199943542},{"id":"https://openalex.org/C2779114481","wikidata":"https://www.wikidata.org/wiki/Q6510117","display_name":"Learning Management","level":2,"score":0.5029265284538269},{"id":"https://openalex.org/C83209312","wikidata":"https://www.wikidata.org/wiki/Q1053367","display_name":"Predictive analytics","level":2,"score":0.4312833547592163},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3194965720176697},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.20702490210533142},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-030-49663-0_19","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-49663-0_19","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.8600000143051147,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W157443930","https://openalex.org/W1488640476","https://openalex.org/W1984646461","https://openalex.org/W2006444123","https://openalex.org/W2046993599","https://openalex.org/W2066012223","https://openalex.org/W2086145942","https://openalex.org/W2099220346","https://openalex.org/W2111871966","https://openalex.org/W2143029658","https://openalex.org/W2143655395","https://openalex.org/W2147557780","https://openalex.org/W2153378020","https://openalex.org/W2155978836","https://openalex.org/W2156748730","https://openalex.org/W2169570446","https://openalex.org/W2169592465","https://openalex.org/W2183199505","https://openalex.org/W2243529004","https://openalex.org/W2531767846","https://openalex.org/W2533014371","https://openalex.org/W2762145121","https://openalex.org/W2950541125","https://openalex.org/W4232022303","https://openalex.org/W4244430390"],"related_works":["https://openalex.org/W2912668742","https://openalex.org/W3133135863","https://openalex.org/W4253709724","https://openalex.org/W1987827786","https://openalex.org/W3061763893","https://openalex.org/W2799586942","https://openalex.org/W2504091800","https://openalex.org/W2331775400","https://openalex.org/W2816728186","https://openalex.org/W2995766734"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":1}],"updated_date":"2026-05-30T09:04:40.226872","created_date":"2025-10-10T00:00:00"}
