{"id":"https://openalex.org/W4293078348","doi":"https://doi.org/10.1080/10494820.2022.2084114","title":"Design of a personalised adaptive ubiquitous learning system","display_name":"Design of a personalised adaptive ubiquitous learning system","publication_year":2022,"publication_date":"2022-06-08","ids":{"openalex":"https://openalex.org/W4293078348","doi":"https://doi.org/10.1080/10494820.2022.2084114"},"language":"en","primary_location":{"id":"doi:10.1080/10494820.2022.2084114","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10494820.2022.2084114","pdf_url":null,"source":{"id":"https://openalex.org/S90466346","display_name":"Interactive Learning Environments","issn_l":"1049-4820","issn":["1049-4820","1744-5191"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Interactive Learning Environments","raw_type":"journal-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/A5047427901","display_name":"Olumide Sunday Adewale","orcid":"https://orcid.org/0000-0003-4642-0150"},"institutions":[{"id":"https://openalex.org/I180664298","display_name":"Federal University of Technology","ror":"https://ror.org/01pvx8v81","country_code":"NG","type":"education","lineage":["https://openalex.org/I180664298"]}],"countries":["NG"],"is_corresponding":false,"raw_author_name":"O. S. Adewale","raw_affiliation_strings":["Department of Computer Science, School of Computing, The Federal University of Technology, Akure, Nigeria"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, School of Computing, The Federal University of Technology, Akure, Nigeria","institution_ids":["https://openalex.org/I180664298"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005531602","display_name":"Oluwatoyin C. Agbonifo","orcid":"https://orcid.org/0000-0001-8888-1137"},"institutions":[{"id":"https://openalex.org/I180664298","display_name":"Federal University of Technology","ror":"https://ror.org/01pvx8v81","country_code":"NG","type":"education","lineage":["https://openalex.org/I180664298"]}],"countries":["NG"],"is_corresponding":true,"raw_author_name":"O. C. Agbonifo","raw_affiliation_strings":["Department of Information Systems, School of Computing, The Federal University of Technology, Akure, Nigeria"],"affiliations":[{"raw_affiliation_string":"Department of Information Systems, School of Computing, The Federal University of Technology, Akure, Nigeria","institution_ids":["https://openalex.org/I180664298"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026630410","display_name":"Emmanuel Onwuka Ibam","orcid":"https://orcid.org/0000-0003-0450-9034"},"institutions":[{"id":"https://openalex.org/I180664298","display_name":"Federal University of Technology","ror":"https://ror.org/01pvx8v81","country_code":"NG","type":"education","lineage":["https://openalex.org/I180664298"]}],"countries":["NG"],"is_corresponding":false,"raw_author_name":"E. O. Ibam","raw_affiliation_strings":["Department of Information Systems, School of Computing, The Federal University of Technology, Akure, Nigeria"],"affiliations":[{"raw_affiliation_string":"Department of Information Systems, School of Computing, The Federal University of Technology, Akure, Nigeria","institution_ids":["https://openalex.org/I180664298"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075109225","display_name":"Akinpade Makinde","orcid":null},"institutions":[{"id":"https://openalex.org/I180664298","display_name":"Federal University of Technology","ror":"https://ror.org/01pvx8v81","country_code":"NG","type":"education","lineage":["https://openalex.org/I180664298"]}],"countries":["NG"],"is_corresponding":false,"raw_author_name":"A. I. Makinde","raw_affiliation_strings":["Department of Computer Science, School of Computing, The Federal University of Technology, Akure, Nigeria"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, School of Computing, The Federal University of Technology, Akure, Nigeria","institution_ids":["https://openalex.org/I180664298"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091642980","display_name":"Olutayo Boyinbode","orcid":"https://orcid.org/0000-0002-6789-258X"},"institutions":[{"id":"https://openalex.org/I180664298","display_name":"Federal University of Technology","ror":"https://ror.org/01pvx8v81","country_code":"NG","type":"education","lineage":["https://openalex.org/I180664298"]}],"countries":["NG"],"is_corresponding":false,"raw_author_name":"O. K. Boyinbode","raw_affiliation_strings":["Department of Information Technology, School of Computing, The Federal University of Technology, Akure, Nigeria"],"affiliations":[{"raw_affiliation_string":"Department of Information Technology, School of Computing, The Federal University of Technology, Akure, Nigeria","institution_ids":["https://openalex.org/I180664298"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023316830","display_name":"Bolanle Adefowoke Ojokoh","orcid":"https://orcid.org/0000-0002-4995-6025"},"institutions":[{"id":"https://openalex.org/I180664298","display_name":"Federal University of Technology","ror":"https://ror.org/01pvx8v81","country_code":"NG","type":"education","lineage":["https://openalex.org/I180664298"]}],"countries":["NG"],"is_corresponding":false,"raw_author_name":"B. A. Ojokoh","raw_affiliation_strings":["Department of Information Systems, School of Computing, The Federal University of Technology, Akure, Nigeria"],"affiliations":[{"raw_affiliation_string":"Department of Information Systems, School of Computing, The Federal University of Technology, Akure, Nigeria","institution_ids":["https://openalex.org/I180664298"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011918238","display_name":"Oluwaseun Franklin Olabode","orcid":"https://orcid.org/0000-0002-3027-5000"},"institutions":[{"id":"https://openalex.org/I180664298","display_name":"Federal University of Technology","ror":"https://ror.org/01pvx8v81","country_code":"NG","type":"education","lineage":["https://openalex.org/I180664298"]}],"countries":["NG"],"is_corresponding":false,"raw_author_name":"O. Olabode","raw_affiliation_strings":["Department of Information Systems, School of Computing, The Federal University of Technology, Akure, Nigeria"],"affiliations":[{"raw_affiliation_string":"Department of Information Systems, School of Computing, The Federal University of Technology, Akure, Nigeria","institution_ids":["https://openalex.org/I180664298"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080886948","display_name":"M. S. Omirin","orcid":null},"institutions":[{"id":"https://openalex.org/I13144388","display_name":"Ekiti State University","ror":"https://ror.org/02c4zkr79","country_code":"NG","type":"education","lineage":["https://openalex.org/I13144388"]}],"countries":["NG"],"is_corresponding":false,"raw_author_name":"M. S. Omirin","raw_affiliation_strings":["Department of Psychology, Ekiti State University, Ado Ekiti, Nigeria"],"affiliations":[{"raw_affiliation_string":"Department of Psychology, Ekiti State University, Ado Ekiti, Nigeria","institution_ids":["https://openalex.org/I13144388"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059923972","display_name":"Samuel Olatunji","orcid":null},"institutions":[{"id":"https://openalex.org/I13144388","display_name":"Ekiti State University","ror":"https://ror.org/02c4zkr79","country_code":"NG","type":"education","lineage":["https://openalex.org/I13144388"]}],"countries":["NG"],"is_corresponding":false,"raw_author_name":"S. O. Olatunji","raw_affiliation_strings":["Department of Tests, Measurement and Evaluation, Ekiti State University, Ado Ekiti, Nigeria"],"affiliations":[{"raw_affiliation_string":"Department of Tests, Measurement and Evaluation, Ekiti State University, Ado Ekiti, Nigeria","institution_ids":["https://openalex.org/I13144388"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5005531602"],"corresponding_institution_ids":["https://openalex.org/I180664298"],"apc_list":null,"apc_paid":null,"fwci":5.8178,"has_fulltext":false,"cited_by_count":24,"citation_normalized_percentile":{"value":0.96331738,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"32","issue":"1","first_page":"208","last_page":"228"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11820","display_name":"Learning Styles and Cognitive Differences","score":0.9988999962806702,"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"}},"topics":[{"id":"https://openalex.org/T11820","display_name":"Learning Styles and Cognitive Differences","score":0.9988999962806702,"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/T11122","display_name":"Online Learning and Analytics","score":0.9940000176429749,"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/T14246","display_name":"E-Learning and Knowledge Management","score":0.9347000122070312,"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":0.7399944067001343},{"id":"https://openalex.org/keywords/personalization","display_name":"Personalization","score":0.7176339626312256},{"id":"https://openalex.org/keywords/adaptive-learning","display_name":"Adaptive learning","score":0.6102592945098877},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6018109321594238},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5843448042869568},{"id":"https://openalex.org/keywords/personalized-learning","display_name":"Personalized learning","score":0.5365367531776428},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5156180262565613},{"id":"https://openalex.org/keywords/learning-styles","display_name":"Learning styles","score":0.4939313530921936},{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.4462319314479828},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.38014551997184753},{"id":"https://openalex.org/keywords/cooperative-learning","display_name":"Cooperative learning","score":0.2484600841999054},{"id":"https://openalex.org/keywords/teaching-method","display_name":"Teaching method","score":0.18306607007980347},{"id":"https://openalex.org/keywords/open-learning","display_name":"Open learning","score":0.18022695183753967},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.1573149859905243},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.11955904960632324},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.09398519992828369}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7399944067001343},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.7176339626312256},{"id":"https://openalex.org/C125014702","wikidata":"https://www.wikidata.org/wiki/Q4680749","display_name":"Adaptive learning","level":2,"score":0.6102592945098877},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6018109321594238},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5843448042869568},{"id":"https://openalex.org/C142039133","wikidata":"https://www.wikidata.org/wiki/Q3620943","display_name":"Personalized learning","level":5,"score":0.5365367531776428},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5156180262565613},{"id":"https://openalex.org/C2781285556","wikidata":"https://www.wikidata.org/wiki/Q1820370","display_name":"Learning styles","level":2,"score":0.4939313530921936},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.4462319314479828},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.38014551997184753},{"id":"https://openalex.org/C51672120","wikidata":"https://www.wikidata.org/wiki/Q303446","display_name":"Cooperative learning","level":3,"score":0.2484600841999054},{"id":"https://openalex.org/C88610354","wikidata":"https://www.wikidata.org/wiki/Q1813494","display_name":"Teaching method","level":2,"score":0.18306607007980347},{"id":"https://openalex.org/C15122004","wikidata":"https://www.wikidata.org/wiki/Q385756","display_name":"Open learning","level":4,"score":0.18022695183753967},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.1573149859905243},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.11955904960632324},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.09398519992828369},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/10494820.2022.2084114","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10494820.2022.2084114","pdf_url":null,"source":{"id":"https://openalex.org/S90466346","display_name":"Interactive Learning Environments","issn_l":"1049-4820","issn":["1049-4820","1744-5191"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Interactive Learning Environments","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7200000286102295,"display_name":"Quality Education","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/W1497468639","https://openalex.org/W1528101001","https://openalex.org/W1988629989","https://openalex.org/W1993708070","https://openalex.org/W2009400593","https://openalex.org/W2022190765","https://openalex.org/W2022273273","https://openalex.org/W2098927322","https://openalex.org/W2123786779","https://openalex.org/W2134148577","https://openalex.org/W2140313318","https://openalex.org/W2146178281","https://openalex.org/W2146478723","https://openalex.org/W2167420096","https://openalex.org/W2402022568","https://openalex.org/W2492129579","https://openalex.org/W2531689489","https://openalex.org/W2796337265","https://openalex.org/W2804431685","https://openalex.org/W2910574280","https://openalex.org/W2913512761","https://openalex.org/W2922897090","https://openalex.org/W3047130738","https://openalex.org/W3048976000","https://openalex.org/W3193905042","https://openalex.org/W4234282712","https://openalex.org/W4251355455","https://openalex.org/W6629360441"],"related_works":["https://openalex.org/W4285145161","https://openalex.org/W2049979679","https://openalex.org/W2110554190","https://openalex.org/W2145201661","https://openalex.org/W3042604532","https://openalex.org/W2113498347","https://openalex.org/W4210250006","https://openalex.org/W4387712166","https://openalex.org/W2383694","https://openalex.org/W4385793885"],"abstract_inverted_index":{"With":[0],"the":[1,53,58,62,71,101,143,161],"advent":[2],"of":[3,57,73,104,115,145,166,170,175],"technological":[4],"advancement":[5],"in":[6,16,79,132,153,183],"learning,":[7],"such":[8,88],"as":[9,89],"context-awareness,":[10],"ubiquity":[11],"and":[12,18,43,51,55,77,95,135,148,172],"personalisation,":[13,90],"various":[14,127],"innovations":[15],"teaching":[17],"learning":[19,36,41,59,75,81,93,106],"have":[20],"led":[21],"to":[22,29,46,69,141],"improved":[23],"learning.":[24,184],"This":[25],"research":[26],"paper":[27],"aims":[28],"develop":[30],"a":[31,116],"system":[32,109],"that":[33],"supports":[34],"personalised":[35],"through":[37],"adaptive":[38,40],"content,":[39],"path":[42],"context":[44,96],"awareness":[45,97],"meet":[47],"individual":[48],"learner\u2019s":[49],"requirements":[50],"promote":[52],"effectiveness":[54],"performance":[56,131],"process.":[60],"Furthermore,":[61],"study":[63],"used":[64,140],"an":[65,181],"experimental":[66],"control":[67],"group":[68],"ascertain":[70],"significance":[72],"learners\u2019":[74,105,151],"styles":[76],"preferences":[78],"improving":[80],"performance.":[82],"The":[83,108,120,177],"model":[84],"considers":[85],"different":[86],"modules":[87],"location":[91],"support,":[92],"plan":[94],"while":[98],"relying":[99],"on":[100,126],"proper":[102],"classification":[103,146],"styles.":[107],"was":[110],"experimented":[111],"using":[112,123],"127":[113],"learners":[114],"Computer":[117],"Science":[118],"Course.":[119],"result":[121],"obtained":[122,179],"10-fold":[124],"cross-validation":[125],"algorithms":[128],"shows":[129],"better":[130],"ROC,":[133],"Kappa":[134],"Accuracy,":[136],"which":[137],"were":[138],"all":[139],"evaluate":[142],"quality":[144],"outcome":[147],"compared":[149],"with":[150],"performances":[152],"assessments.":[154],"During":[155],"classification,":[156],"Na\u00efve":[157],"Bayes":[158],"Model":[159],"has":[160],"highest":[162],"average":[163],"ROC":[164],"value":[165],"0.979,":[167],"TP":[168],"Rate":[169,174],"0.951":[171],"FP":[173],"0.045.":[176],"results":[178],"show":[180],"improvement":[182]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":2}],"updated_date":"2026-04-04T08:04:53.788161","created_date":"2025-10-10T00:00:00"}