{"id":"https://openalex.org/W2791634397","doi":"https://doi.org/10.18520/cs/v113/i11/2090-2096","title":"Predicting Learning Styles Based on Students\u2019 Learning Behaviour Using Correlation Analysis","display_name":"Predicting Learning Styles Based on Students\u2019 Learning Behaviour Using Correlation Analysis","publication_year":2017,"publication_date":"2017-12-10","ids":{"openalex":"https://openalex.org/W2791634397","doi":"https://doi.org/10.18520/cs/v113/i11/2090-2096","mag":"2791634397"},"language":"en","primary_location":{"id":"doi:10.18520/cs/v113/i11/2090-2096","doi":"https://doi.org/10.18520/cs/v113/i11/2090-2096","is_oa":false,"landing_page_url":"https://doi.org/10.18520/cs/v113/i11/2090-2096","pdf_url":null,"source":{"id":"https://openalex.org/S29607422","display_name":"Current Science","issn_l":"0011-3891","issn":["0011-3891"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-c","jufo-1","norway-1","poland-40","russia-white-list-2"],"host_organization":"https://openalex.org/P4310318677","host_organization_name":"Indian Academy of Sciences","host_organization_lineage":["https://openalex.org/P4310318677"],"host_organization_lineage_names":["Indian Academy of Sciences"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Current Science","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"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/A5100630881","display_name":"Li Xiao","orcid":"https://orcid.org/0000-0003-2861-8438","observed_orcids":["https://orcid.org/0000-0003-2861-8438"]},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]},{"id":"https://openalex.org/I33849332","display_name":"University of Malaya","ror":"https://ror.org/00rzspn62","country_code":"MY","type":"education","lineage":["https://openalex.org/I33849332"]}],"countries":["MY","SG"],"is_corresponding":false,"raw_author_name":"Li Ling Xiao","raw_affiliation_strings":["Department of Artificial Intelligence, Universiti of Malaya"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Artificial Intelligence, Universiti of Malaya","institution_ids":["https://openalex.org/I165932596","https://openalex.org/I33849332"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101551796","display_name":"Siti Soraya Binti Abdul Rahman","orcid":"https://orcid.org/0000-0002-9945-1826","observed_orcids":["https://orcid.org/0000-0002-9945-1826"]},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]},{"id":"https://openalex.org/I33849332","display_name":"University of Malaya","ror":"https://ror.org/00rzspn62","country_code":"MY","type":"education","lineage":["https://openalex.org/I33849332"]}],"countries":["MY","SG"],"is_corresponding":false,"raw_author_name":"Siti Soraya Binti Abdul Rahman","raw_affiliation_strings":["Department of Artificial Intelligence, Universiti of Malaya"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Artificial Intelligence, Universiti of Malaya","institution_ids":["https://openalex.org/I165932596","https://openalex.org/I33849332"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.3013,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.81980109,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":87,"max":96},"biblio":{"volume":"113","issue":"11","first_page":"2090","last_page":"2090"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11820","display_name":"Learning Styles and Cognitive Differences","score":0.8471999764442444,"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":0.8471999764442444,"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":0.1225999966263771,"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.01360000018030405,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/learning-style-identification","display_name":"learning style identification","score":0.7390000224113464},{"id":"https://openalex.org/keywords/student-learning-behavior","display_name":"student learning behavior","score":0.9049999713897705},{"id":"https://openalex.org/keywords/index-of-learning-styles","display_name":"Index of Learning Styles","score":0.9319999814033508},{"id":"https://openalex.org/keywords/moodle","display_name":"Moodle","score":0.6389999985694885},{"id":"https://openalex.org/keywords/virtual-learning-environments","display_name":"virtual learning environments","score":0.8690000176429749},{"id":"https://openalex.org/keywords/java-programming-language","display_name":"Java programming","score":0.652999997138977},{"id":"https://openalex.org/keywords/correlation-analysis","display_name":"correlation analysis","score":0.5669999718666077},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"learning analytics","score":0.38499999046325684}],"concepts":[{"id":"https://openalex.org/C117220453","wikidata":"https://www.wikidata.org/wiki/Q5172842","display_name":"Correlation","level":2,"score":0.6473345756530762},{"id":"https://openalex.org/C2781285556","wikidata":"https://www.wikidata.org/wiki/Q1820370","display_name":"Learning styles","level":2,"score":0.6385029554367065},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.47544097900390625},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.35692769289016724},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.3410895764827728},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33762121200561523},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.23774456977844238},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.18520/cs/v113/i11/2090-2096","doi":"https://doi.org/10.18520/cs/v113/i11/2090-2096","is_oa":false,"landing_page_url":"https://doi.org/10.18520/cs/v113/i11/2090-2096","pdf_url":null,"source":{"id":"https://openalex.org/S29607422","display_name":"Current Science","issn_l":"0011-3891","issn":["0011-3891"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-c","jufo-1","norway-1","poland-40","russia-white-list-2"],"host_organization":"https://openalex.org/P4310318677","host_organization_name":"Indian Academy of Sciences","host_organization_lineage":["https://openalex.org/P4310318677"],"host_organization_lineage_names":["Indian Academy of Sciences"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Current Science","raw_type":"journal-article"},{"id":"pmh:oai:eprints.um.edu.my:22772","doi":null,"is_oa":false,"landing_page_url":"http://eprints.um.edu.my/22772/","pdf_url":null,"source":{"id":"https://openalex.org/S4306400330","display_name":"The University of Malaya Research Repository (University of Malaya)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I33849332","host_organization_name":"University of Malaya","host_organization_lineage":["https://openalex.org/I33849332"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality education","score":0.9235000014305115,"id":"https://metadata.un.org/sdg/4"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W6998880417","https://openalex.org/W2167420096","https://openalex.org/W2142331004","https://openalex.org/W2920815280","https://openalex.org/W2909074947","https://openalex.org/W4310235116","https://openalex.org/W7096160948","https://openalex.org/W7100329883","https://openalex.org/W2073580195","https://openalex.org/W4296986789"],"abstract_inverted_index":{"Past":[0],"research":[1,18,27],"has":[2],"proposed":[3,172],"various":[4],"approaches":[5,48],"to":[6,12,39,52,78,175,188,199],"automatically":[7],"detect":[8],"students'":[9,90,105,142,150,182],"learning":[10,58,69,84,91,106,110,130,136,143,154,157,183,191,205],"styles":[11,85,206],"address":[13],"problems":[14],"associated":[15],"with":[16,121,197],"traditional":[17,26],"methods":[19,28],"(i.e.":[20,152],"questionnaire).":[21],"However,":[22],"results":[23,55],"obtained":[24],"through":[25],"have":[29],"issues":[30],"in":[31],"terms":[32],"of":[33,74,83,89,163,201,204],"accuracy":[34,200],"and":[35,108,147,156],"precision":[36],"which":[37],"need":[38],"be":[40],"addressed.":[41],"In":[42],"general,":[43],"the":[44,87,102,161,171,177,208],"existing":[45],"automatic":[46,81,202],"detection":[47,82,203],"are":[49,195],"only":[50,65],"able":[51],"provide":[53],"satisfactory":[54],"for":[56,67,138],"specific":[57],"style":[59],"models":[60],"and/or":[61],"dimensions,":[62],"or":[63],"even":[64],"work":[66],"certain":[68],"management":[70,131],"systems.":[71],"The":[72,124,141,179,193],"aim":[73],"this":[75,114],"study":[76,99],"is":[77],"propose":[79],"an":[80],"from":[86],"analysis":[88,174],"behaviour":[92,107,144,155,184],"by":[93],"constructing":[94],"a":[95,116,129],"mathematical":[96],"model.":[97],"This":[98],"specifically":[100],"explores":[101],"relationship":[103],"between":[104],"their":[109,153,190],"styles.":[111,192],"To":[112],"investigate":[113],"relationship,":[115],"pilot":[117],"experiment":[118],"was":[119,145],"conducted":[120],"33":[122],"students.":[123],"students":[125],"used":[126,187],"Moodle":[127],"platform,":[128],"system,":[132],"as":[133],"supplementary":[134],"online":[135],"material":[137],"Java":[139],"programing.":[140],"tracked":[146],"recorded.":[148],"Thirty":[149],"data":[151,185],"styles;":[158],"measured":[159],"using":[160,170,207],"Index":[162],"Learning":[164],"Styles":[165],"(ILS)":[166],"instrument)":[167],"were":[168,186],"analysed":[169],"correlation":[173],"identify":[176],"relationship.":[178],"remaining":[180],"three":[181],"predict":[189],"findings":[194],"discussed":[196],"regard":[198],"ILS":[209],"instrument.":[210]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":3}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2018-03-29T00:00:00"}
