{"id":"https://openalex.org/W2945235140","doi":"https://doi.org/10.5220/0007767901540164","title":"OULAD MOOC Dropout and Result Prediction using Ensemble, Deep Learning and Regression Techniques","display_name":"OULAD MOOC Dropout and Result Prediction using Ensemble, Deep Learning and Regression Techniques","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2945235140","doi":"https://doi.org/10.5220/0007767901540164","mag":"2945235140"},"language":"en","primary_location":{"id":"doi:10.5220/0007767901540164","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0007767901540164","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 11th International Conference on Computer Supported Education","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.5220/0007767901540164","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5045912712","display_name":"Nikhil Jha","orcid":"https://orcid.org/0009-0003-9640-2062"},"institutions":[{"id":"https://openalex.org/I104546213","display_name":"National College of Ireland","ror":"https://ror.org/02qzs9336","country_code":"IE","type":"education","lineage":["https://openalex.org/I104546213"]}],"countries":["IE"],"is_corresponding":true,"raw_author_name":"Nikhil Jha","raw_affiliation_strings":["School of Computing, National College of Ireland, Dublin and Ireland, --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"School of Computing, National College of Ireland, Dublin and Ireland, --- Select a Country ---","institution_ids":["https://openalex.org/I104546213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038334146","display_name":"Ioana Ghergulescu","orcid":"https://orcid.org/0000-0003-3099-4221"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ioana Ghergulescu","raw_affiliation_strings":["Adaptemy, Dublin and Ireland, --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"Adaptemy, Dublin and Ireland, --- Select a Country ---","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087564870","display_name":"Arghir-Nicolae Moldovan","orcid":"https://orcid.org/0000-0003-4151-1432"},"institutions":[{"id":"https://openalex.org/I104546213","display_name":"National College of Ireland","ror":"https://ror.org/02qzs9336","country_code":"IE","type":"education","lineage":["https://openalex.org/I104546213"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Arghir-Nicolae Moldovan","raw_affiliation_strings":["School of Computing, National College of Ireland, Dublin and Ireland, --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"School of Computing, National College of Ireland, Dublin and Ireland, --- Select a Country ---","institution_ids":["https://openalex.org/I104546213"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5045912712"],"corresponding_institution_ids":["https://openalex.org/I104546213"],"apc_list":null,"apc_paid":null,"fwci":7.1848,"has_fulltext":false,"cited_by_count":45,"citation_normalized_percentile":{"value":0.9678333,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"154","last_page":"164"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9994000196456909,"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":0.9994000196456909,"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/T12127","display_name":"Software System Performance and Reliability","score":0.9789000153541565,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9032999873161316,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/dropout","display_name":"Dropout (neural networks)","score":0.8659398555755615},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.6433671116828918},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6265587210655212},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.6084052324295044},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5709035396575928},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.49036359786987305},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.47575682401657104},{"id":"https://openalex.org/keywords/regression-analysis","display_name":"Regression analysis","score":0.4676615297794342},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.2816646993160248},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1089542806148529}],"concepts":[{"id":"https://openalex.org/C2776145597","wikidata":"https://www.wikidata.org/wiki/Q25339462","display_name":"Dropout (neural networks)","level":2,"score":0.8659398555755615},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.6433671116828918},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6265587210655212},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.6084052324295044},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5709035396575928},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.49036359786987305},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.47575682401657104},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.4676615297794342},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.2816646993160248},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1089542806148529}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.5220/0007767901540164","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0007767901540164","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 11th International Conference on Computer Supported Education","raw_type":"proceedings-article"},{"id":"pmh:oai:norma.ncirl.ie:3814","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S7407055118","display_name":"NORMA","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"},{"id":"pmh:oai:trap.ncirl.ie:3814","is_oa":false,"landing_page_url":"http://trap.ncirl.ie/3814/","pdf_url":null,"source":{"id":"https://openalex.org/S4306400345","display_name":"TRAP@NCI (National College of Ireland)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I104546213","host_organization_name":"National College of Ireland","host_organization_lineage":["https://openalex.org/I104546213"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Book Section"}],"best_oa_location":{"id":"doi:10.5220/0007767901540164","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0007767901540164","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 11th International Conference on Computer Supported Education","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.8199999928474426}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3124943098","https://openalex.org/W4308112567","https://openalex.org/W3162132941","https://openalex.org/W4289356671","https://openalex.org/W2389155397","https://openalex.org/W2165884543","https://openalex.org/W2312753042","https://openalex.org/W3186837933","https://openalex.org/W2368989808","https://openalex.org/W2034959125"],"abstract_inverted_index":{"Massive":[0],"Open":[1],"Online":[2],"Courses":[3],"(MOOCs)":[4],"have":[5,82],"become":[6],"increasingly":[7],"popular":[8],"since":[9],"their":[10,20,28,42,47],"start":[11],"in":[12,60,148,164],"the":[13,93,126,131,142,145],"year":[14],"2008.":[15],"Universities":[16],"known":[17],"worldwide":[18],"for":[19,156,161],"traditional":[21],"confined":[22],"classroom":[23],"education":[24],"are":[25,34,54],"also":[26],"changing":[27],"practices":[29],"by":[30,97],"hosting":[31],"MOOCs.":[32],"These":[33],"Internet-based":[35],"courses":[36],"where":[37],"students":[38],"can":[39,57],"learn":[40],"at":[41],"own":[43,48],"pace":[44],"and":[45,52,77,102,123,159],"follow":[46],"schedule.":[49],"Study":[50],"materials":[51],"videos":[53],"provided":[55],"that":[56,135],"be":[58],"used":[59],"a":[61],"blended":[62],"learning":[63,108],"program.":[64],"Despite":[65],"its":[66],"many":[67],"advantages,":[68],"it":[69],"suffers":[70],"from":[71],"problems":[72],"such":[73,117],"as":[74,118],"high":[75,146],"dropout":[76,101,157],"failure":[78],"rates.":[79],"Previous":[80],"studies":[81],"mostly":[83],"focused":[84],"on":[85,112,130,138],"predicting":[86],"student":[87,100],"dropout.":[88],"This":[89],"paper":[90],"contributes":[91],"to":[92,154],"body":[94],"of":[95,106,115,150,152,166],"research":[96],"investigating":[98],"both":[99],"result":[103,162],"prediction":[104,158,163],"performance":[105,147],"machine":[107],"models":[109,136],"built":[110],"based":[111,137],"different":[113],"types":[114],"attributes":[116],"demographic":[119],"info,":[120],"assessment":[121],"info":[122],"interaction":[124,140],"with":[125,141],"VLE.":[127],"An":[128],"analysis":[129],"OULAD":[132],"dataset":[133],"showed":[134],"student\u2019s":[139],"VLE":[143],"achieved":[144],"terms":[149],"AUC,":[151],"up":[153],"0.91":[155],"0.93":[160],"case":[165],"Gradient":[167],"Boosting":[168],"Machine.":[169]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":14},{"year":2022,"cited_by_count":13},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":1}],"updated_date":"2026-04-14T06:02:45.956762","created_date":"2025-10-10T00:00:00"}
