{"id":"https://openalex.org/W4389302042","doi":"https://doi.org/10.1109/ice/itmc58018.2023.10332379","title":"Evaluating the Efficacy of Elearning in Higher Educational Institutions using Educational Data Mining","display_name":"Evaluating the Efficacy of Elearning in Higher Educational Institutions using Educational Data Mining","publication_year":2023,"publication_date":"2023-06-19","ids":{"openalex":"https://openalex.org/W4389302042","doi":"https://doi.org/10.1109/ice/itmc58018.2023.10332379"},"language":"en","primary_location":{"id":"doi:10.1109/ice/itmc58018.2023.10332379","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ice/itmc58018.2023.10332379","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Engineering, Technology and Innovation (ICE/ITMC)","raw_type":"proceedings-article"},"type":"article","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/A5093413119","display_name":"George Kang\u00e9the","orcid":null},"institutions":[{"id":"https://openalex.org/I3131884745","display_name":"KCA University","ror":"https://ror.org/050pcd452","country_code":"KE","type":"education","lineage":["https://openalex.org/I3131884745"]}],"countries":["KE"],"is_corresponding":true,"raw_author_name":"George Kang\u00e9the","raw_affiliation_strings":["KCA University,School of Technology,Nairobi,Kenya","School of Technology, KCA University, Nairobi, Kenya"],"affiliations":[{"raw_affiliation_string":"KCA University,School of Technology,Nairobi,Kenya","institution_ids":["https://openalex.org/I3131884745"]},{"raw_affiliation_string":"School of Technology, KCA University, Nairobi, Kenya","institution_ids":["https://openalex.org/I3131884745"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5065341423","display_name":"Lucy Waruguru Mburu","orcid":"https://orcid.org/0000-0002-6822-4954"},"institutions":[{"id":"https://openalex.org/I3131884745","display_name":"KCA University","ror":"https://ror.org/050pcd452","country_code":"KE","type":"education","lineage":["https://openalex.org/I3131884745"]}],"countries":["KE"],"is_corresponding":false,"raw_author_name":"Lucy Waruguru Mburu","raw_affiliation_strings":["KCA University,School of Technology,Nairobi,Kenya","School of Technology, KCA University, Nairobi, Kenya"],"affiliations":[{"raw_affiliation_string":"KCA University,School of Technology,Nairobi,Kenya","institution_ids":["https://openalex.org/I3131884745"]},{"raw_affiliation_string":"School of Technology, KCA University, Nairobi, Kenya","institution_ids":["https://openalex.org/I3131884745"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5093413119"],"corresponding_institution_ids":["https://openalex.org/I3131884745"],"apc_list":null,"apc_paid":null,"fwci":0.2754,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.69854238,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"90","issue":null,"first_page":"1","last_page":"6"},"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/T10162","display_name":"Online and Blended Learning","score":0.9776999950408936,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T14246","display_name":"E-Learning and Knowledge Management","score":0.9168000221252441,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7267988324165344},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.640631914138794},{"id":"https://openalex.org/keywords/educational-data-mining","display_name":"Educational data mining","score":0.6314786672592163},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5899080634117126},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.5820226669311523},{"id":"https://openalex.org/keywords/popularity","display_name":"Popularity","score":0.5560001134872437},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.5098482966423035},{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.4870317578315735},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.4271652102470398},{"id":"https://openalex.org/keywords/categorization","display_name":"Categorization","score":0.4259498715400696},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.33004090189933777},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1295342743396759}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7267988324165344},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.640631914138794},{"id":"https://openalex.org/C2777598771","wikidata":"https://www.wikidata.org/wiki/Q5341279","display_name":"Educational data mining","level":2,"score":0.6314786672592163},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5899080634117126},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.5820226669311523},{"id":"https://openalex.org/C2780586970","wikidata":"https://www.wikidata.org/wiki/Q1357284","display_name":"Popularity","level":2,"score":0.5560001134872437},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.5098482966423035},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.4870317578315735},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.4271652102470398},{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.4259498715400696},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.33004090189933777},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1295342743396759},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ice/itmc58018.2023.10332379","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ice/itmc58018.2023.10332379","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Engineering, Technology and Innovation (ICE/ITMC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W783036666","https://openalex.org/W1555249425","https://openalex.org/W1582854273","https://openalex.org/W1990156854","https://openalex.org/W2006653131","https://openalex.org/W2558367095","https://openalex.org/W2749489176","https://openalex.org/W2911048623","https://openalex.org/W2937931269","https://openalex.org/W2944162469","https://openalex.org/W2972184597","https://openalex.org/W3000065748","https://openalex.org/W3012071186","https://openalex.org/W3013659001","https://openalex.org/W3014387365","https://openalex.org/W3040223666","https://openalex.org/W3041405061","https://openalex.org/W3166330493","https://openalex.org/W3177881815","https://openalex.org/W4214821456","https://openalex.org/W4232222611","https://openalex.org/W4312131170","https://openalex.org/W6761323925","https://openalex.org/W6798587858"],"related_works":["https://openalex.org/W4367336074","https://openalex.org/W3154045278","https://openalex.org/W4379620016","https://openalex.org/W4393666307","https://openalex.org/W3210764983","https://openalex.org/W4393443811","https://openalex.org/W4367335949","https://openalex.org/W3089416646","https://openalex.org/W4396816114","https://openalex.org/W4380048833"],"abstract_inverted_index":{"As":[0],"online":[1],"student":[2,24,89,154],"engagement":[3],"and":[4,27,122,131,140,159],"blended":[5],"learning":[6,25,35,72,78,93,108,146],"continue":[7],"to":[8,44,73],"gain":[9],"popularity":[10],"across":[11],"the":[12,31,65,77,82,86,103,128,149,153],"world,":[13],"Educational":[14],"Data":[15],"Mining":[16],"tools":[17],"play":[18],"a":[19,46,92],"key":[20],"role":[21],"in":[22,34,53,76,134],"discovering":[23],"patterns":[26],"behaviors":[28],"by":[29,64],"interrogating":[30],"available":[32],"data":[33],"environments.":[36],"The":[37,99,125,142],"main":[38],"objective":[39,61],"of":[40,51,69,84,105,127,136],"this":[41],"study":[42,87,100],"is":[43,62],"establish":[45],"model":[47],"for":[48,151],"evaluating":[49,152],"efficacy":[50,83],"eLearning":[52,157],"higher":[54],"educational":[55,161],"institutions":[56],"using":[57],"secondary":[58],"data.":[59],"This":[60],"driven":[63],"sustainable":[66],"development":[67],"goal":[68],"promoting":[70],"inclusive":[71],"mitigate":[74],"disruptions":[75],"process.":[79],"To":[80],"measure":[81],"eLearning,":[85],"observes":[88],"activity":[90],"on":[91,156],"management":[94],"system":[95],"against":[96],"academic":[97],"performance.":[98],"further":[101],"compares":[102],"performance":[104,155],"different":[106],"machine":[107,145],"techniques,":[109],"i.e.,":[110],"Support":[111],"Vector":[112],"Machine,":[113],"Random":[114],"Forest,":[115],"Decision":[116],"Tree,":[117],"Nave":[118],"Bayes,":[119],"Logistic":[120],"Regression,":[121],"Neural":[123],"Network.":[124],"categorization":[126],"six":[129],"techniques":[130],"establishes":[132],"differences":[133],"levels":[135],"accuracy,":[137],"precision,":[138],"recall,":[139],"F-score.":[141],"best":[143],"performing":[144],"algorithm":[147],"forms":[148],"basis":[150],"systems":[158],"advising":[160],"interventions.":[162]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-04-06T07:47:59.780226","created_date":"2025-10-10T00:00:00"}
