{"id":"https://openalex.org/W4206728159","doi":"https://doi.org/10.1007/s00500-021-06604-5","title":"An intelligent tool for early drop-out prediction of distance learning students","display_name":"An intelligent tool for early drop-out prediction of distance learning students","publication_year":2022,"publication_date":"2022-01-19","ids":{"openalex":"https://openalex.org/W4206728159","doi":"https://doi.org/10.1007/s00500-021-06604-5"},"language":"en","primary_location":{"id":"doi:10.1007/s00500-021-06604-5","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00500-021-06604-5","pdf_url":null,"source":{"id":"https://openalex.org/S65753830","display_name":"Soft Computing","issn_l":"1432-7643","issn":["1432-7643","1433-7479"],"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":"Soft Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://figshare.com/articles/journal_contribution/An_intelligent_tool_for_early_drop-out_prediction_of_distance_learning_students/20624844","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5008265817","display_name":"Choo Jun Tan","orcid":"https://orcid.org/0000-0003-1748-1544"},"institutions":[{"id":"https://openalex.org/I204405542","display_name":"Wawasan Open University","ror":"https://ror.org/02weg9v26","country_code":"MY","type":"education","lineage":["https://openalex.org/I204405542"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"Choo Jun Tan","raw_affiliation_strings":["School of Science and Technology, Wawasan Open University, Penang, Malaysia"],"raw_orcid":"https://orcid.org/0000-0003-1748-1544","affiliations":[{"raw_affiliation_string":"School of Science and Technology, Wawasan Open University, Penang, Malaysia","institution_ids":["https://openalex.org/I204405542"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053218899","display_name":"Ting Yee Lim","orcid":"https://orcid.org/0000-0003-4721-9774"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ting Yee Lim","raw_affiliation_strings":["School of Technology, Peninsula College George Town, Penang, Malaysia"],"raw_orcid":"https://orcid.org/0000-0003-4721-9774","affiliations":[{"raw_affiliation_string":"School of Technology, Peninsula College George Town, Penang, Malaysia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037244680","display_name":"Teik Kooi Liew","orcid":"https://orcid.org/0000-0002-8659-1790"},"institutions":[{"id":"https://openalex.org/I125861091","display_name":"HELP University","ror":"https://ror.org/02y2cxp25","country_code":"MY","type":"education","lineage":["https://openalex.org/I125861091"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Teik Kooi Liew","raw_affiliation_strings":["Deputy Vice Chancellor Office, HELP University, Kuala Lumpur, Malaysia"],"raw_orcid":"https://orcid.org/0000-0002-8659-1790","affiliations":[{"raw_affiliation_string":"Deputy Vice Chancellor Office, HELP University, Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I125861091"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072923302","display_name":"Chee Peng Lim","orcid":"https://orcid.org/0000-0003-4191-9083"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Chee Peng Lim","raw_affiliation_strings":["Institute for Intelligent Systems Research and Innovation, Deakin University, Geelong, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0003-4191-9083","affiliations":[{"raw_affiliation_string":"Institute for Intelligent Systems Research and Innovation, Deakin University, Geelong, VIC, Australia","institution_ids":["https://openalex.org/I149704539"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5008265817"],"corresponding_institution_ids":["https://openalex.org/I204405542"],"apc_list":{"value":2990,"currency":"USD","value_usd":2990},"apc_paid":null,"fwci":2.2064,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.88993877,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"26","issue":"12","first_page":"5901","last_page":"5917"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9998000264167786,"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":0.9998000264167786,"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/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.9672999978065491,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9666000008583069,"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":0.6449362635612488},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6185039281845093},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6066436767578125},{"id":"https://openalex.org/keywords/empirical-research","display_name":"Empirical research","score":0.5103954672813416},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.5071954727172852},{"id":"https://openalex.org/keywords/curse-of-dimensionality","display_name":"Curse of dimensionality","score":0.4863167703151703},{"id":"https://openalex.org/keywords/predictive-modelling","display_name":"Predictive modelling","score":0.44215917587280273},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.4400445818901062},{"id":"https://openalex.org/keywords/educational-data-mining","display_name":"Educational data mining","score":0.42523109912872314},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12006458640098572},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.0880923867225647}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6449362635612488},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6185039281845093},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6066436767578125},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.5103954672813416},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.5071954727172852},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.4863167703151703},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.44215917587280273},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.4400445818901062},{"id":"https://openalex.org/C2777598771","wikidata":"https://www.wikidata.org/wiki/Q5341279","display_name":"Educational data mining","level":2,"score":0.42523109912872314},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12006458640098572},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0880923867225647},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s00500-021-06604-5","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00500-021-06604-5","pdf_url":null,"source":{"id":"https://openalex.org/S65753830","display_name":"Soft Computing","issn_l":"1432-7643","issn":["1432-7643","1433-7479"],"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":"Soft Computing","raw_type":"journal-article"},{"id":"pmh:oai:dro.deakin.edu.au:DU:30161803","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306401102","display_name":"Own your potential (DEAKIN)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I149704539","host_organization_name":"Deakin University","host_organization_lineage":["https://openalex.org/I149704539"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal Article"},{"id":"pmh:oai:figshare.com:article/20624844","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/An_intelligent_tool_for_early_drop-out_prediction_of_distance_learning_students/20624844","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:figshare.com:article/20624844","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/An_intelligent_tool_for_early_drop-out_prediction_of_distance_learning_students/20624844","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.550000011920929}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":57,"referenced_works":["https://openalex.org/W204561061","https://openalex.org/W1489936425","https://openalex.org/W1544649311","https://openalex.org/W1553829422","https://openalex.org/W1588375755","https://openalex.org/W1903219625","https://openalex.org/W1966165526","https://openalex.org/W1973827837","https://openalex.org/W1974899554","https://openalex.org/W1979471136","https://openalex.org/W1984071766","https://openalex.org/W1998399571","https://openalex.org/W1999103817","https://openalex.org/W2004613586","https://openalex.org/W2022337613","https://openalex.org/W2028082438","https://openalex.org/W2028136593","https://openalex.org/W2029324327","https://openalex.org/W2038420231","https://openalex.org/W2042975317","https://openalex.org/W2044825029","https://openalex.org/W2059455955","https://openalex.org/W2069090225","https://openalex.org/W2076753423","https://openalex.org/W2089892729","https://openalex.org/W2103672843","https://openalex.org/W2126105956","https://openalex.org/W2130512100","https://openalex.org/W2131476630","https://openalex.org/W2133738572","https://openalex.org/W2143381319","https://openalex.org/W2153378020","https://openalex.org/W2194850104","https://openalex.org/W2196907121","https://openalex.org/W2218710975","https://openalex.org/W2294104293","https://openalex.org/W2295081078","https://openalex.org/W2296382787","https://openalex.org/W2533014371","https://openalex.org/W2569569647","https://openalex.org/W2578438885","https://openalex.org/W2744466660","https://openalex.org/W2757662287","https://openalex.org/W2768116205","https://openalex.org/W2811142795","https://openalex.org/W2886763945","https://openalex.org/W2897904914","https://openalex.org/W2906354361","https://openalex.org/W2922060188","https://openalex.org/W2940658370","https://openalex.org/W2964488331","https://openalex.org/W2965229811","https://openalex.org/W2969957945","https://openalex.org/W2998757713","https://openalex.org/W3021420920","https://openalex.org/W3125049791","https://openalex.org/W4250580785"],"related_works":["https://openalex.org/W4296209631","https://openalex.org/W2561617217","https://openalex.org/W4294811468","https://openalex.org/W2355801475","https://openalex.org/W106004901","https://openalex.org/W2170062176","https://openalex.org/W2316648939","https://openalex.org/W2973622563","https://openalex.org/W4281664374","https://openalex.org/W4313283835"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
