{"id":"https://openalex.org/W1965753692","doi":"https://doi.org/10.1109/tlt.2014.2307858","title":"Dynamic Learning Style Prediction Method Based on a Pattern Recognition Technique","display_name":"Dynamic Learning Style Prediction Method Based on a Pattern Recognition Technique","publication_year":2014,"publication_date":"2014-02-28","ids":{"openalex":"https://openalex.org/W1965753692","doi":"https://doi.org/10.1109/tlt.2014.2307858","mag":"1965753692"},"language":"en","primary_location":{"id":"doi:10.1109/tlt.2014.2307858","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tlt.2014.2307858","pdf_url":"https://ieeexplore.ieee.org/ielx7/4620076/6847757/06750708.pdf","source":{"id":"https://openalex.org/S130363450","display_name":"IEEE Transactions on Learning Technologies","issn_l":"1939-1382","issn":["1939-1382","2372-0050"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Learning Technologies","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://ieeexplore.ieee.org/ielx7/4620076/6847757/06750708.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5031874582","display_name":"Juan Yang","orcid":"https://orcid.org/0000-0002-4868-3168"},"institutions":[{"id":"https://openalex.org/I63354593","display_name":"Sichuan Normal University","ror":"https://ror.org/043dxc061","country_code":"CN","type":"education","lineage":["https://openalex.org/I63354593"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Juan Yang","raw_affiliation_strings":["Department of Computer Science, Sichuan Normal University, Chengdu, Sichuan Province, China","Department of Computer Science , Sichuan Normal University, Chengdu, Sichuan Province, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Sichuan Normal University, Chengdu, Sichuan Province, China","institution_ids":["https://openalex.org/I63354593"]},{"raw_affiliation_string":"Department of Computer Science , Sichuan Normal University, Chengdu, Sichuan Province, China","institution_ids":["https://openalex.org/I63354593"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100672322","display_name":"Zhi Huang","orcid":"https://orcid.org/0000-0003-1760-062X"},"institutions":[{"id":"https://openalex.org/I142108993","display_name":"Southwest University","ror":"https://ror.org/01kj4z117","country_code":"CN","type":"education","lineage":["https://openalex.org/I142108993"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhi Xing Huang","raw_affiliation_strings":["Department of Computer and Information Science, South West University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer and Information Science, South West University, Chongqing, China","institution_ids":["https://openalex.org/I142108993"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026069651","display_name":"Yue Gao","orcid":"https://orcid.org/0000-0002-1704-8962"},"institutions":[{"id":"https://openalex.org/I63354593","display_name":"Sichuan Normal University","ror":"https://ror.org/043dxc061","country_code":"CN","type":"education","lineage":["https://openalex.org/I63354593"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yue Xiang Gao","raw_affiliation_strings":["Department of Computer Science, Sichuan Normal University, Chengdu, Sichuan Province, China","Department of Computer Science , Sichuan Normal University, Chengdu, Sichuan Province, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Sichuan Normal University, Chengdu, Sichuan Province, China","institution_ids":["https://openalex.org/I63354593"]},{"raw_affiliation_string":"Department of Computer Science , Sichuan Normal University, Chengdu, Sichuan Province, China","institution_ids":["https://openalex.org/I63354593"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5111937279","display_name":"Hong Tao Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hong Tao Liu","raw_affiliation_strings":["College of Computer Science, Chongqing University of Posts and Telecommunications, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science, Chongqing University of Posts and Telecommunications, China","institution_ids":["https://openalex.org/I10535382"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5031874582"],"corresponding_institution_ids":["https://openalex.org/I63354593"],"apc_list":null,"apc_paid":null,"fwci":6.0999,"has_fulltext":true,"cited_by_count":40,"citation_normalized_percentile":{"value":0.95958,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"7","issue":"2","first_page":"165","last_page":"177"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11820","display_name":"Learning Styles and Cognitive Differences","score":0.9997000098228455,"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":0.9997000098228455,"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":0.9933000206947327,"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":0.9904999732971191,"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/computer-science","display_name":"Computer science","score":0.8364568948745728},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5461829304695129},{"id":"https://openalex.org/keywords/hypermedia","display_name":"Hypermedia","score":0.5130563974380493},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5098311305046082},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5087612271308899},{"id":"https://openalex.org/keywords/adaptive-learning","display_name":"Adaptive learning","score":0.4961176812648773},{"id":"https://openalex.org/keywords/cognitive-style","display_name":"Cognitive style","score":0.4877620339393616},{"id":"https://openalex.org/keywords/style","display_name":"Style (visual arts)","score":0.4685662090778351},{"id":"https://openalex.org/keywords/adaptive-hypermedia","display_name":"Adaptive hypermedia","score":0.43660467863082886},{"id":"https://openalex.org/keywords/personalized-learning","display_name":"Personalized learning","score":0.4241422414779663},{"id":"https://openalex.org/keywords/learning-styles","display_name":"Learning styles","score":0.4188735783100128},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.328571081161499},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.32446926832199097},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.2840501070022583},{"id":"https://openalex.org/keywords/teaching-method","display_name":"Teaching method","score":0.18378552794456482},{"id":"https://openalex.org/keywords/open-learning","display_name":"Open learning","score":0.13768115639686584},{"id":"https://openalex.org/keywords/cooperative-learning","display_name":"Cooperative learning","score":0.11690899729728699}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8364568948745728},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5461829304695129},{"id":"https://openalex.org/C2780126544","wikidata":"https://www.wikidata.org/wiki/Q837900","display_name":"Hypermedia","level":2,"score":0.5130563974380493},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5098311305046082},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5087612271308899},{"id":"https://openalex.org/C125014702","wikidata":"https://www.wikidata.org/wiki/Q4680749","display_name":"Adaptive learning","level":2,"score":0.4961176812648773},{"id":"https://openalex.org/C150681269","wikidata":"https://www.wikidata.org/wiki/Q2380771","display_name":"Cognitive style","level":3,"score":0.4877620339393616},{"id":"https://openalex.org/C2776445246","wikidata":"https://www.wikidata.org/wiki/Q1792644","display_name":"Style (visual arts)","level":2,"score":0.4685662090778351},{"id":"https://openalex.org/C2780020885","wikidata":"https://www.wikidata.org/wiki/Q352444","display_name":"Adaptive hypermedia","level":3,"score":0.43660467863082886},{"id":"https://openalex.org/C142039133","wikidata":"https://www.wikidata.org/wiki/Q3620943","display_name":"Personalized learning","level":5,"score":0.4241422414779663},{"id":"https://openalex.org/C2781285556","wikidata":"https://www.wikidata.org/wiki/Q1820370","display_name":"Learning styles","level":2,"score":0.4188735783100128},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.328571081161499},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.32446926832199097},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.2840501070022583},{"id":"https://openalex.org/C88610354","wikidata":"https://www.wikidata.org/wiki/Q1813494","display_name":"Teaching method","level":2,"score":0.18378552794456482},{"id":"https://openalex.org/C15122004","wikidata":"https://www.wikidata.org/wiki/Q385756","display_name":"Open learning","level":4,"score":0.13768115639686584},{"id":"https://openalex.org/C51672120","wikidata":"https://www.wikidata.org/wiki/Q303446","display_name":"Cooperative learning","level":3,"score":0.11690899729728699},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"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/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tlt.2014.2307858","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tlt.2014.2307858","pdf_url":"https://ieeexplore.ieee.org/ielx7/4620076/6847757/06750708.pdf","source":{"id":"https://openalex.org/S130363450","display_name":"IEEE Transactions on Learning Technologies","issn_l":"1939-1382","issn":["1939-1382","2372-0050"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Learning Technologies","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1109/tlt.2014.2307858","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tlt.2014.2307858","pdf_url":"https://ieeexplore.ieee.org/ielx7/4620076/6847757/06750708.pdf","source":{"id":"https://openalex.org/S130363450","display_name":"IEEE Transactions on Learning Technologies","issn_l":"1939-1382","issn":["1939-1382","2372-0050"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Learning Technologies","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7599999904632568,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[{"id":"https://openalex.org/G7623587815","display_name":null,"funder_award_id":"XDJK2014B012","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W1965753692.pdf","grobid_xml":"https://content.openalex.org/works/W1965753692.grobid-xml"},"referenced_works_count":29,"referenced_works":["https://openalex.org/W113977901","https://openalex.org/W1482773192","https://openalex.org/W1498174361","https://openalex.org/W1572698524","https://openalex.org/W1583258179","https://openalex.org/W1595010627","https://openalex.org/W1872368966","https://openalex.org/W1977688769","https://openalex.org/W1982428762","https://openalex.org/W1988515336","https://openalex.org/W1994510396","https://openalex.org/W2009400593","https://openalex.org/W2021071494","https://openalex.org/W2037304098","https://openalex.org/W2101992201","https://openalex.org/W2102084039","https://openalex.org/W2112929667","https://openalex.org/W2112955368","https://openalex.org/W2124276821","https://openalex.org/W2136209728","https://openalex.org/W2150453585","https://openalex.org/W2152102401","https://openalex.org/W2154423972","https://openalex.org/W2170644967","https://openalex.org/W3170775390","https://openalex.org/W6603850898","https://openalex.org/W6629876391","https://openalex.org/W6634117292","https://openalex.org/W6675350506"],"related_works":["https://openalex.org/W2154672356","https://openalex.org/W1602438087","https://openalex.org/W1528637933","https://openalex.org/W2470233342","https://openalex.org/W2757920150","https://openalex.org/W4238694020","https://openalex.org/W2110445225","https://openalex.org/W1857598417","https://openalex.org/W2091262672","https://openalex.org/W188949282"],"abstract_inverted_index":{"During":[0],"the":[1,19,40,109],"past":[2],"decade,":[3],"personalized":[4],"e-learning":[5],"systems":[6,11],"and":[7,45,87,97],"adaptive":[8],"educational":[9],"hypermedia":[10],"have":[12],"attracted":[13],"much":[14],"attention":[15],"from":[16],"researchers":[17],"in":[18,102],"fields":[20],"of":[21,28,42,67,76,111],"computer":[22],"science":[23],"Aand":[24],"education.":[25],"The":[26,64],"integration":[27],"learning":[29,54,99],"styles":[30],"into":[31],"an":[32],"intelligent":[33,84],"system":[34],"is":[35,73],"a":[36,53,60,74,103],"possible":[37],"solution":[38],"to":[39,82,94],"problems":[41],"\u201clearning":[43],"deviation\u201d":[44],"\u201ccognitive":[46],"overload.\u201d":[47],"In":[48],"this":[49,68,112],"study,":[50],"we":[51],"propose":[52],"style":[55,100],"prediction":[56,113],"method":[57,69],"based":[58],"on":[59],"pattern":[61],"recognition":[62],"technique.":[63],"main":[65],"contributions":[66],"are:":[70],"(1)":[71],"it":[72,89],"form":[75],"middleware":[77],"that":[78],"can":[79,90],"be":[80],"applied":[81],"other":[83],"tutoring":[85],"systems,":[86],"(2)":[88],"process":[91],"topic-dependent":[92],"data":[93],"make":[95],"predictions":[96],"update":[98],"profiles":[101],"recursive":[104],"manner.":[105],"Experimental":[106],"evaluations":[107],"demonstrated":[108],"effectiveness":[110],"method.":[114]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":8},{"year":2016,"cited_by_count":3},{"year":2015,"cited_by_count":3}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}