{"id":"https://openalex.org/W4285322441","doi":"https://doi.org/10.1109/icta54582.2021.9809426","title":"Can we predict learners' personalities through their behavioural patterns? A pilot study using Behaviour Analytics-Moodle plugin","display_name":"Can we predict learners' personalities through their behavioural patterns? A pilot study using Behaviour Analytics-Moodle plugin","publication_year":2021,"publication_date":"2021-12-08","ids":{"openalex":"https://openalex.org/W4285322441","doi":"https://doi.org/10.1109/icta54582.2021.9809426"},"language":"en","primary_location":{"id":"doi:10.1109/icta54582.2021.9809426","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icta54582.2021.9809426","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 8th International Conference on ICT & Accessibility (ICTA)","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/A5070573270","display_name":"Mouna Denden","orcid":"https://orcid.org/0000-0003-0035-3490"},"institutions":[{"id":"https://openalex.org/I4387154098","display_name":"INSA Hauts-de-France","ror":"https://ror.org/041rsh762","country_code":null,"type":"education","lineage":["https://openalex.org/I4387154098","https://openalex.org/I70348806"]},{"id":"https://openalex.org/I4210089617","display_name":"Laboratoire d'Automatique, de M\u00e9canique et d'Informatique Industrielles et Humaines","ror":"https://ror.org/006z7v557","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I4210089617","https://openalex.org/I4210159245","https://openalex.org/I4387154098","https://openalex.org/I70348806","https://openalex.org/I70348806"]},{"id":"https://openalex.org/I28221208","display_name":"Institut National des Sciences Appliqu\u00e9es de Rennes","ror":"https://ror.org/04xaa4j22","country_code":"FR","type":"education","lineage":["https://openalex.org/I28221208"]},{"id":"https://openalex.org/I70348806","display_name":"Universit\u00e9 Polytechnique Hauts-de-France","ror":"https://ror.org/02ezch769","country_code":"FR","type":"education","lineage":["https://openalex.org/I70348806"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1294671590"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Mouna Denden","raw_affiliation_strings":["Univ. Polytechnique Hauts-de-France, LAMIH, CNRS, UMR 8201,Valenciennes,France,F-59313","INSA Hauts-de-France, Valenciennes, France"],"affiliations":[{"raw_affiliation_string":"Univ. Polytechnique Hauts-de-France, LAMIH, CNRS, UMR 8201,Valenciennes,France,F-59313","institution_ids":["https://openalex.org/I70348806","https://openalex.org/I4210089617","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"INSA Hauts-de-France, Valenciennes, France","institution_ids":["https://openalex.org/I28221208","https://openalex.org/I4387154098"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067317041","display_name":"Ahmed Tlili","orcid":"https://orcid.org/0000-0003-1449-7751"},"institutions":[{"id":"https://openalex.org/I25254941","display_name":"Beijing Normal University","ror":"https://ror.org/022k4wk35","country_code":"CN","type":"education","lineage":["https://openalex.org/I25254941"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ahmed Tlili","raw_affiliation_strings":["Smart Learning Institute, Beijing Normal University,Beijing,People's Republic of China","s Republic of China"],"affiliations":[{"raw_affiliation_string":"Smart Learning Institute, Beijing Normal University,Beijing,People's Republic of China","institution_ids":["https://openalex.org/I25254941"]},{"raw_affiliation_string":"s Republic of China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059728793","display_name":"Maiga Chang","orcid":"https://orcid.org/0000-0002-2827-6223"},"institutions":[{"id":"https://openalex.org/I86897205","display_name":"Athabasca University","ror":"https://ror.org/01y3xgc52","country_code":"CA","type":"education","lineage":["https://openalex.org/I86897205"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Maiga Chang","raw_affiliation_strings":["Athabasca University,Edmonton,Alberta,Canada","Athabasca University, Edmonton, Alberta, Canada"],"affiliations":[{"raw_affiliation_string":"Athabasca University,Edmonton,Alberta,Canada","institution_ids":["https://openalex.org/I86897205"]},{"raw_affiliation_string":"Athabasca University, Edmonton, Alberta, Canada","institution_ids":["https://openalex.org/I86897205"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007592787","display_name":"Ted Krahn","orcid":null},"institutions":[{"id":"https://openalex.org/I86897205","display_name":"Athabasca University","ror":"https://ror.org/01y3xgc52","country_code":"CA","type":"education","lineage":["https://openalex.org/I86897205"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Ted Krahn","raw_affiliation_strings":["Athabasca University,Edmonton,Alberta,Canada","Athabasca University, Edmonton, Alberta, Canada"],"affiliations":[{"raw_affiliation_string":"Athabasca University,Edmonton,Alberta,Canada","institution_ids":["https://openalex.org/I86897205"]},{"raw_affiliation_string":"Athabasca University, Edmonton, Alberta, Canada","institution_ids":["https://openalex.org/I86897205"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020764932","display_name":"Rita Kuo","orcid":"https://orcid.org/0000-0002-5619-2596"},"institutions":[{"id":"https://openalex.org/I207123951","display_name":"New Mexico Institute of Mining and Technology","ror":"https://ror.org/005p9kw61","country_code":"US","type":"education","lineage":["https://openalex.org/I207123951"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rita Kuo","raw_affiliation_strings":["New Mexico Institute of Mining and Technology,Socorro,New Mexico,USA","New Mexico Institute of Mining and Technology, Socorro, New Mexico, USA"],"affiliations":[{"raw_affiliation_string":"New Mexico Institute of Mining and Technology,Socorro,New Mexico,USA","institution_ids":["https://openalex.org/I207123951"]},{"raw_affiliation_string":"New Mexico Institute of Mining and Technology, Socorro, New Mexico, USA","institution_ids":["https://openalex.org/I207123951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073005938","display_name":"Mourad Abed","orcid":"https://orcid.org/0000-0001-9723-7714"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I70348806","display_name":"Universit\u00e9 Polytechnique Hauts-de-France","ror":"https://ror.org/02ezch769","country_code":"FR","type":"education","lineage":["https://openalex.org/I70348806"]},{"id":"https://openalex.org/I4387154098","display_name":"INSA Hauts-de-France","ror":"https://ror.org/041rsh762","country_code":null,"type":"education","lineage":["https://openalex.org/I4387154098","https://openalex.org/I70348806"]},{"id":"https://openalex.org/I28221208","display_name":"Institut National des Sciences Appliqu\u00e9es de Rennes","ror":"https://ror.org/04xaa4j22","country_code":"FR","type":"education","lineage":["https://openalex.org/I28221208"]},{"id":"https://openalex.org/I4210089617","display_name":"Laboratoire d'Automatique, de M\u00e9canique et d'Informatique Industrielles et Humaines","ror":"https://ror.org/006z7v557","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I4210089617","https://openalex.org/I4210159245","https://openalex.org/I4387154098","https://openalex.org/I70348806","https://openalex.org/I70348806"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Mourad Abed","raw_affiliation_strings":["Univ. Polytechnique Hauts-de-France, LAMIH, CNRS, UMR 8201,Valenciennes,France,F-59313","INSA Hauts-de-France, Valenciennes, France"],"affiliations":[{"raw_affiliation_string":"Univ. Polytechnique Hauts-de-France, LAMIH, CNRS, UMR 8201,Valenciennes,France,F-59313","institution_ids":["https://openalex.org/I70348806","https://openalex.org/I4210089617","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"INSA Hauts-de-France, Valenciennes, France","institution_ids":["https://openalex.org/I28221208","https://openalex.org/I4387154098"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062847316","display_name":"Mohamed Jemni","orcid":"https://orcid.org/0000-0001-8841-5224"},"institutions":[{"id":"https://openalex.org/I4210131288","display_name":"National Engineering School of Tunis","ror":"https://ror.org/03b1zjt31","country_code":"TN","type":"education","lineage":["https://openalex.org/I4210131288","https://openalex.org/I63596082"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Mohamed Jemni","raw_affiliation_strings":["Tunis Higher School of Engineering (ENSIT),Research Laboratory of Technologies of Information and Communication & Electrical Engineering (LaTICE),Tunis,Tunisia","Research Laboratory of Technologies of Information and Communication &#x0026"],"affiliations":[{"raw_affiliation_string":"Tunis Higher School of Engineering (ENSIT),Research Laboratory of Technologies of Information and Communication & Electrical Engineering (LaTICE),Tunis,Tunisia","institution_ids":["https://openalex.org/I4210131288"]},{"raw_affiliation_string":"Research Laboratory of Technologies of Information and Communication &#x0026","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":5,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5070573270"],"corresponding_institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I28221208","https://openalex.org/I4210089617","https://openalex.org/I4387154098","https://openalex.org/I70348806"],"apc_list":null,"apc_paid":null,"fwci":0.2894,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.65069379,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11040","display_name":"Personality Traits and Psychology","score":0.9919999837875366,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical 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/T11040","display_name":"Personality Traits and Psychology","score":0.9919999837875366,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical 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":0.9884999990463257,"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/T10355","display_name":"Impact of Technology on Adolescents","score":0.9707000255584717,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/personality-psychology","display_name":"Personality psychology","score":0.8219200372695923},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.7478883266448975},{"id":"https://openalex.org/keywords/personality","display_name":"Personality","score":0.7190409898757935},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.6623213887214661},{"id":"https://openalex.org/keywords/plug-in","display_name":"Plug-in","score":0.6114041805267334},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6088439226150513},{"id":"https://openalex.org/keywords/extraversion-and-introversion","display_name":"Extraversion and introversion","score":0.5821435451507568},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5277348756790161},{"id":"https://openalex.org/keywords/big-five-personality-traits","display_name":"Big Five personality traits","score":0.4508216679096222},{"id":"https://openalex.org/keywords/educational-data-mining","display_name":"Educational data mining","score":0.4391894042491913},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.4275556802749634},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40385496616363525},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3627374768257141},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.27871671319007874},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.21843501925468445},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.11723491549491882}],"concepts":[{"id":"https://openalex.org/C25908422","wikidata":"https://www.wikidata.org/wiki/Q271716","display_name":"Personality psychology","level":3,"score":0.8219200372695923},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.7478883266448975},{"id":"https://openalex.org/C187288502","wikidata":"https://www.wikidata.org/wiki/Q641118","display_name":"Personality","level":2,"score":0.7190409898757935},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6623213887214661},{"id":"https://openalex.org/C4924752","wikidata":"https://www.wikidata.org/wiki/Q184148","display_name":"Plug-in","level":2,"score":0.6114041805267334},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6088439226150513},{"id":"https://openalex.org/C127816348","wikidata":"https://www.wikidata.org/wiki/Q127588","display_name":"Extraversion and introversion","level":4,"score":0.5821435451507568},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5277348756790161},{"id":"https://openalex.org/C2865642","wikidata":"https://www.wikidata.org/wiki/Q378132","display_name":"Big Five personality traits","level":3,"score":0.4508216679096222},{"id":"https://openalex.org/C2777598771","wikidata":"https://www.wikidata.org/wiki/Q5341279","display_name":"Educational data mining","level":2,"score":0.4391894042491913},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.4275556802749634},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40385496616363525},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3627374768257141},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.27871671319007874},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.21843501925468445},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.11723491549491882},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"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":1,"locations":[{"id":"doi:10.1109/icta54582.2021.9809426","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icta54582.2021.9809426","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 8th International Conference on ICT & Accessibility (ICTA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.8500000238418579,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1641003075","https://openalex.org/W1979343823","https://openalex.org/W2053154970","https://openalex.org/W2169683554","https://openalex.org/W2601370584","https://openalex.org/W2626452042","https://openalex.org/W2743474886","https://openalex.org/W2788261108","https://openalex.org/W2789662763","https://openalex.org/W2886775850","https://openalex.org/W2954460532","https://openalex.org/W3164507306","https://openalex.org/W3199766639","https://openalex.org/W6636566387","https://openalex.org/W6645215035","https://openalex.org/W6748072643","https://openalex.org/W6800978540"],"related_works":["https://openalex.org/W3061763893","https://openalex.org/W2529601000","https://openalex.org/W3157139468","https://openalex.org/W3021163624","https://openalex.org/W123076107","https://openalex.org/W2911048623","https://openalex.org/W2481267635","https://openalex.org/W1898103075","https://openalex.org/W3114046518","https://openalex.org/W2078482049"],"abstract_inverted_index":{"Given":[0],"the":[1,23,80,87,101,104,109,134,157],"importance":[2],"of":[3,103,160],"personality":[4,105],"in":[5,40,65,95,125,146],"affecting":[6],"learners'":[7,67],"behaviours,":[8],"it":[9,14],"becomes":[10],"necessary":[11],"to":[12,26,38,85,155,163],"take":[13],"into":[15],"consideration":[16],"when":[17,44],"designing":[18,167],"online":[19,127],"learning":[20,72,83,93,169],"environments.":[21],"However,":[22],"traditional":[24],"method":[25],"identify":[27],"personality,":[28],"namely":[29],"questionnaires,":[30],"could":[31],"be":[32],"inaccurate":[33],"as":[34],"learners":[35,88,123,161],"might":[36],"try":[37],"look":[39],"a":[41,54,96,112,117,139],"fashionable":[42],"way":[43],"they":[45],"are":[46],"assessed":[47],"by":[48],"others.":[49],"Therefore,":[50],"this":[51,77],"study":[52],"presents":[53],"new":[55],"developed":[56],"Behavioural":[57],"Analytics":[58],"(BA)":[59],"MoodIe":[60],"plug-in":[61,78,136],"which":[62,143],"can":[63,153],"help":[64,154],"identifying":[66],"personalities":[68],"based":[69,89,107],"on":[70,90,108],"their":[71,91,164],"behaviour":[73],"patterns.":[74],"In":[75],"particular,":[76],"applies":[79],"k-means":[81],"machine":[82],"algorithm":[84],"cluster":[86],"common":[92],"behaviours":[94],"specific":[97],"course.":[98,128],"To":[99],"evaluate":[100],"accuracy":[102,141],"identification":[106],"clustering":[110,137],"results,":[111],"pilot":[113],"was":[114],"conducted":[115],"at":[116],"public":[118],"Tunisian":[119],"university":[120],"with":[121],"23":[122],"enrolled":[124],"an":[126],"The":[129,150],"obtained":[130,151],"results":[131],"highlighted":[132],"that":[133],"BA":[135],"has":[138],"good":[140],"rate":[142],"is":[144],"65%":[145],"predicting":[147],"extraversion":[148],"personality.":[149],"findings":[152],"understand":[156],"behavioural":[158],"patterns":[159],"according":[162],"personalities,":[165],"hence":[166],"personalized":[168],"environments":[170],"accordingly.":[171]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}