{"id":"https://openalex.org/W4402673492","doi":"https://doi.org/10.1109/rita.2024.3465035","title":"Learning About Student Performance From Moodle Logs in a Higher Education Context With Gaussian Processes","display_name":"Learning About Student Performance From Moodle Logs in a Higher Education Context With Gaussian Processes","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4402673492","doi":"https://doi.org/10.1109/rita.2024.3465035"},"language":"en","primary_location":{"id":"doi:10.1109/rita.2024.3465035","is_oa":true,"landing_page_url":"https://doi.org/10.1109/rita.2024.3465035","pdf_url":null,"source":{"id":"https://openalex.org/S17848820","display_name":"IEEE Revista Iberoamericana de Tecnologias del Aprendizaje","issn_l":"1932-8540","issn":["1932-8540","2374-0132"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Revista Iberoamericana de Tecnologias del Aprendizaje","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1109/rita.2024.3465035","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5012161331","display_name":"Adri\u00e1n P\u00e9rez-Suay","orcid":"https://orcid.org/0000-0002-8258-4454"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Adri\u00e1n P\u00e9rez-Suay","raw_affiliation_strings":["Departament de Did&#x00E0;ctica de la Matem&#x00E0;tica, Universitat de Val&#x00E8;ncia, Valencia, Spain"],"affiliations":[{"raw_affiliation_string":"Departament de Did&#x00E0;ctica de la Matem&#x00E0;tica, Universitat de Val&#x00E8;ncia, Valencia, Spain","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065281659","display_name":"Valero Laparra","orcid":"https://orcid.org/0000-0001-7531-9890"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Valero Laparra","raw_affiliation_strings":["Image Processing Laboratory (IPL), Universitat de Val&#x00E8;ncia, Valencia, Spain"],"affiliations":[{"raw_affiliation_string":"Image Processing Laboratory (IPL), Universitat de Val&#x00E8;ncia, Valencia, Spain","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020583119","display_name":"Steven Van Vaerenbergh","orcid":"https://orcid.org/0000-0003-3091-0171"},"institutions":[{"id":"https://openalex.org/I13134134","display_name":"Universidad de Cantabria","ror":"https://ror.org/046ffzj20","country_code":"ES","type":"education","lineage":["https://openalex.org/I13134134"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Steven Van Vaerenbergh","raw_affiliation_strings":["Departamento de Matem&#x00E1;ticas, Estad&#x00ED;stica y Computaci&#x00F3;n, Universidad de Cantabria, Santander, Spain"],"affiliations":[{"raw_affiliation_string":"Departamento de Matem&#x00E1;ticas, Estad&#x00ED;stica y Computaci&#x00F3;n, Universidad de Cantabria, Santander, Spain","institution_ids":["https://openalex.org/I13134134"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075825592","display_name":"Ana B. Pascual-Venteo","orcid":"https://orcid.org/0000-0001-9303-4557"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ana B. Pascual-Venteo","raw_affiliation_strings":["Image Processing Laboratory (IPL), Universitat de Val&#x00E8;ncia, Valencia, Spain"],"affiliations":[{"raw_affiliation_string":"Image Processing Laboratory (IPL), Universitat de Val&#x00E8;ncia, Valencia, Spain","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5012161331"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.0287,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.82692727,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"19","issue":null,"first_page":"169","last_page":"175"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.8870000243186951,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.8870000243186951,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11810","display_name":"Complex Systems and Decision Making","score":0.864300012588501,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11875","display_name":"Statistics Education and Methodologies","score":0.8119999766349792,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6741414070129395},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5464138984680176},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.5091003775596619},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3026058077812195},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.09369602799415588}],"concepts":[{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6741414070129395},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5464138984680176},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.5091003775596619},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3026058077812195},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.09369602799415588},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/rita.2024.3465035","is_oa":true,"landing_page_url":"https://doi.org/10.1109/rita.2024.3465035","pdf_url":null,"source":{"id":"https://openalex.org/S17848820","display_name":"IEEE Revista Iberoamericana de Tecnologias del Aprendizaje","issn_l":"1932-8540","issn":["1932-8540","2374-0132"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Revista Iberoamericana de Tecnologias del Aprendizaje","raw_type":"journal-article"},{"id":"pmh:oai:repositorio.unican.es:10902/36017","is_oa":true,"landing_page_url":"https://hdl.handle.net/10902/36017","pdf_url":"https://repositorio.unican.es/xmlui/bitstream/10902/36017/3/LearningStudentPerformance.pdf","source":{"id":"https://openalex.org/S4306400398","display_name":"UCrea (University of Cantabria)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I13134134","host_organization_name":"Universidad de Cantabria","host_organization_lineage":["https://openalex.org/I13134134"],"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":"Revista Iberoamericana de Tecnolog\u00edas del Aprendizaje, 2024, 19, 169 -175","raw_type":"publishedVersion"}],"best_oa_location":{"id":"doi:10.1109/rita.2024.3465035","is_oa":true,"landing_page_url":"https://doi.org/10.1109/rita.2024.3465035","pdf_url":null,"source":{"id":"https://openalex.org/S17848820","display_name":"IEEE Revista Iberoamericana de Tecnologias del Aprendizaje","issn_l":"1932-8540","issn":["1932-8540","2374-0132"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Revista Iberoamericana de Tecnologias del Aprendizaje","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Quality Education","score":0.6899999976158142,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W30216712","https://openalex.org/W152156191","https://openalex.org/W1966165526","https://openalex.org/W1974729915","https://openalex.org/W2100735936","https://openalex.org/W2138961372","https://openalex.org/W2467209171","https://openalex.org/W2510908697","https://openalex.org/W2584350279","https://openalex.org/W2617300785","https://openalex.org/W2769529887","https://openalex.org/W2908709404","https://openalex.org/W2979748472","https://openalex.org/W2998038536","https://openalex.org/W3028342666","https://openalex.org/W3092634373","https://openalex.org/W3184333713","https://openalex.org/W4200614882","https://openalex.org/W4211049957","https://openalex.org/W4214821456","https://openalex.org/W4280641206","https://openalex.org/W4308088912","https://openalex.org/W4322706608","https://openalex.org/W4378083723","https://openalex.org/W4385489613","https://openalex.org/W4396212849","https://openalex.org/W6606192638","https://openalex.org/W6631656344"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"Learning":[0],"Management":[1],"Systems":[2],"(LMS)":[3],"serve":[4],"as":[5,143,159],"integral":[6],"tools":[7],"for":[8,162],"executing":[9],"and":[10,113,128,164,181],"evaluating":[11],"the":[12,19,63,72,75,88,94,110,119,133,136,141,153,188],"educational":[13,54,179],"journey.":[14],"As":[15],"students":[16,76],"engage":[17],"with":[18,140],"platform,":[20],"LMS":[21,142],"consistently":[22],"collect":[23],"valuable":[24],"data":[25,44,124],"on":[26,43],"their":[27,78],"learning":[28,168],"progress.":[29],"This":[30,150],"study":[31],"employs":[32],"statistically-driven":[33],"methodologies":[34],"to":[35,70,84,101,117,177,183],"gain":[36],"insights":[37],"into":[38],"student":[39,148,185],"performance,":[40],"focusing":[41],"exclusively":[42],"derived":[45],"from":[46],"Moodle":[47],"LMS,":[48],"a":[49,144],"widely":[50],"adopted":[51],"platform":[52],"across":[53],"institutions":[55],"globally.":[56],"In":[57],"particular":[58],"we":[59],"take":[60],"advantage":[61],"of":[62,74,90,135,138,147,156,172],"Gaussian":[64],"Process":[65],"regression":[66],"method":[67],"in":[68,80],"order":[69],"predict":[71,118],"marks":[73],"given":[77],"activity":[79],"Moodle,":[81],"achieving":[82],"up":[83],"0.89":[85],"R.":[86],"Besides":[87],"use":[89],"an":[91],"advanced":[92],"kernel,":[93],"Automatic":[95],"Relevance":[96],"Determination":[97],"(ARD),":[98],"allows":[99],"us":[100],"analyse":[102],"which":[103,114],"variables":[104],"are":[105,115],"more":[106],"relevant":[107,116],"when":[108],"predicting":[109],"continuous":[111],"mark":[112],"final":[120],"mark.":[121],"Analysing":[122],"logged":[123],"spanning":[125],"various":[126],"subjects":[127],"degrees,":[129],"our":[130],"findings":[131],"reveals":[132],"significance":[134],"frequency":[137],"interactions":[139],"robust":[145],"indicator":[146],"performance.":[149],"observation":[151],"suggests":[152],"potential":[154],"utility":[155],"interaction":[157],"metrics":[158],"effective":[160],"measures":[161],"monitoring":[163],"assessing":[165],"students\u2019":[166],"ongoing":[167],"trajectories.":[169],"The":[170],"implications":[171],"these":[173],"results":[174],"can":[175],"extend":[176],"informing":[178],"strategies":[180],"interventions":[182],"enhance":[184],"outcomes":[186],"within":[187],"higher":[189],"education":[190],"field.":[191]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-14T08:04:32.555800","created_date":"2025-10-10T00:00:00"}
