{"id":"https://openalex.org/W2097411294","doi":"https://doi.org/10.1109/cie.2002.1186320","title":"Mathematics tutor: matching instruction to student's learning styles","display_name":"Mathematics tutor: matching instruction to student's learning styles","publication_year":2003,"publication_date":"2003-10-01","ids":{"openalex":"https://openalex.org/W2097411294","doi":"https://doi.org/10.1109/cie.2002.1186320","mag":"2097411294"},"language":"en","primary_location":{"id":"doi:10.1109/cie.2002.1186320","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cie.2002.1186320","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Conference on Computers in Education, 2002. Proceedings.","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/A5107881028","display_name":"N.A.M. Zin","orcid":null},"institutions":[{"id":"https://openalex.org/I885383172","display_name":"National University of Malaysia","ror":"https://ror.org/00bw8d226","country_code":"MY","type":"education","lineage":["https://openalex.org/I885383172"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"N.A.M. Zin","raw_affiliation_strings":["Department of Information Science, Faculty of Technology and Information Science, National University of Malaysia, Malaysia","Dept. of Inf. Sci., Nat. Univ. of Malaysia, Malaysia"],"affiliations":[{"raw_affiliation_string":"Department of Information Science, Faculty of Technology and Information Science, National University of Malaysia, Malaysia","institution_ids":["https://openalex.org/I885383172"]},{"raw_affiliation_string":"Dept. of Inf. Sci., Nat. Univ. of Malaysia, Malaysia","institution_ids":["https://openalex.org/I885383172"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5107881028"],"corresponding_institution_ids":["https://openalex.org/I885383172"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.18595642,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"1","issue":null,"first_page":"1508","last_page":"1509"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11820","display_name":"Learning Styles and Cognitive Differences","score":0.992900013923645,"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":0.992900013923645,"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/T10162","display_name":"Online and Blended Learning","score":0.9889000058174133,"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/T11526","display_name":"Innovative Teaching Methods","score":0.9861000180244446,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/tutor","display_name":"TUTOR","score":0.8111584186553955},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.6601530909538269},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6444973945617676},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.5567818284034729},{"id":"https://openalex.org/keywords/learning-styles","display_name":"Learning styles","score":0.5336103439331055},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.22280797362327576},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16013193130493164}],"concepts":[{"id":"https://openalex.org/C2778371403","wikidata":"https://www.wikidata.org/wiki/Q7672049","display_name":"TUTOR","level":2,"score":0.8111584186553955},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.6601530909538269},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6444973945617676},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.5567818284034729},{"id":"https://openalex.org/C2781285556","wikidata":"https://www.wikidata.org/wiki/Q1820370","display_name":"Learning styles","level":2,"score":0.5336103439331055},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.22280797362327576},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16013193130493164},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cie.2002.1186320","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cie.2002.1186320","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Conference on Computers in Education, 2002. Proceedings.","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8799999952316284,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":2,"referenced_works":["https://openalex.org/W1538497179","https://openalex.org/W2042874285"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2478195092","https://openalex.org/W4312351362","https://openalex.org/W2362145073","https://openalex.org/W2358338760","https://openalex.org/W183073912","https://openalex.org/W2119729863","https://openalex.org/W2887971028","https://openalex.org/W2501172308","https://openalex.org/W2365642790"],"abstract_inverted_index":{"Computer-aided":[0],"instruction":[1],"(CAI)":[2],"has":[3,10],"been":[4,11],"around":[5],"for":[6,14,41,111],"some":[7],"time":[8],"and":[9,27,126,153],"proven":[12],"effective":[13],"learning":[15,43,55,130,154],"as":[16,62,129],"was":[17],"reported":[18],"in":[19,77,100,113,135],"various":[20],"research":[21],"findings.":[22],"However,":[23],"these":[24,114],"traditional":[25],"CAI":[26,78],"multimedia":[28],"software":[29],"which":[30,87],"are":[31],"costly":[32],"to":[33,49,51,67,82,137,150],"produce":[34],"have":[35],"limitations,":[36],"they":[37,45],"cannot":[38],"be":[39,133],"tailored":[40],"individual":[42],"since":[44],"lacked":[46],"the":[47,52,68,72,88,93,101,104,140],"ability":[48,60,152],"adapt":[50,139],"student's":[53,120],"different":[54,58],"styles":[56,131],"or":[57,74,124,142],"academic":[59],"such":[61,128],"relating":[63],"his":[64,98],"incorrect":[65],"answers":[66],"correct":[69],"ones.":[70],"Furthermore,":[71],"practice":[73],"problems":[75],"presented":[76],"were":[79],"usually":[80],"limited":[81],"simple":[83],"drill-and-practice":[84],"questions":[85],"after":[86],"student":[89],"is":[90,108],"then":[91],"given":[92],"next":[94],"module":[95],"depending":[96],"on":[97],"score":[99],"evaluation":[102],"of":[103,122,144,147],"module.":[105],"Therefore":[106],"there":[107],"a":[109],"need":[110],"'intelligence'":[112],"systems":[115],"so":[116],"that":[117],"inferences":[118],"about":[119],"mastery":[121],"topics":[123],"tasks":[125],"traits":[127],"can":[132],"made":[134],"order":[136],"dynamically":[138],"content":[141],"style":[143,155],"instruction.":[145],"Adaptation":[146],"instructional":[148],"materials":[149],"students":[151],"should":[156],"facilitate":[157],"learning.":[158]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}