{"id":"https://openalex.org/W2099125439","doi":"https://doi.org/10.1109/icsmc.2009.5346314","title":"Cognitive styles and web-based instruction: Field dependent/independent vs. Holist/Serialist","display_name":"Cognitive styles and web-based instruction: Field dependent/independent vs. Holist/Serialist","publication_year":2009,"publication_date":"2009-10-01","ids":{"openalex":"https://openalex.org/W2099125439","doi":"https://doi.org/10.1109/icsmc.2009.5346314","mag":"2099125439"},"language":"en","primary_location":{"id":"doi:10.1109/icsmc.2009.5346314","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icsmc.2009.5346314","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2009 IEEE International Conference on Systems, Man and Cybernetics","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/A5061191517","display_name":"Natalie Clewley","orcid":"https://orcid.org/0000-0001-7236-8152"},"institutions":[{"id":"https://openalex.org/I189462010","display_name":"Universiti Brunei Darussalam","ror":"https://ror.org/02qnf3n86","country_code":"BN","type":"education","lineage":["https://openalex.org/I189462010"]},{"id":"https://openalex.org/I59433898","display_name":"Brunel University of London","ror":"https://ror.org/00dn4t376","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I59433898"]}],"countries":["BN","GB"],"is_corresponding":false,"raw_author_name":"Natalie Clewley","raw_affiliation_strings":["Department of Information Systems, Mathematics and Computing, Brunei University, Uxbridge, UK","Department of Information Systems, Mathematics and Computing, Brunel University, Uxbridge, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Systems, Mathematics and Computing, Brunei University, Uxbridge, UK","institution_ids":["https://openalex.org/I189462010"]},{"raw_affiliation_string":"Department of Information Systems, Mathematics and Computing, Brunel University, Uxbridge, UK","institution_ids":["https://openalex.org/I59433898"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010976921","display_name":"Sherry Y. Chen","orcid":"https://orcid.org/0000-0002-3321-9362"},"institutions":[{"id":"https://openalex.org/I189462010","display_name":"Universiti Brunei Darussalam","ror":"https://ror.org/02qnf3n86","country_code":"BN","type":"education","lineage":["https://openalex.org/I189462010"]},{"id":"https://openalex.org/I59433898","display_name":"Brunel University of London","ror":"https://ror.org/00dn4t376","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I59433898"]}],"countries":["BN","GB"],"is_corresponding":false,"raw_author_name":"Sherry Y. Chen","raw_affiliation_strings":["Department of Information Systems, Mathematics and Computing, Brunei University, Uxbridge, UK","Department of Information Systems, Mathematics and Computing, Brunel University, Uxbridge, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Systems, Mathematics and Computing, Brunei University, Uxbridge, UK","institution_ids":["https://openalex.org/I189462010"]},{"raw_affiliation_string":"Department of Information Systems, Mathematics and Computing, Brunel University, Uxbridge, UK","institution_ids":["https://openalex.org/I59433898"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100375376","display_name":"Xiaohui Liu","orcid":"https://orcid.org/0000-0003-1589-1267"},"institutions":[{"id":"https://openalex.org/I189462010","display_name":"Universiti Brunei Darussalam","ror":"https://ror.org/02qnf3n86","country_code":"BN","type":"education","lineage":["https://openalex.org/I189462010"]},{"id":"https://openalex.org/I59433898","display_name":"Brunel University of London","ror":"https://ror.org/00dn4t376","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I59433898"]}],"countries":["BN","GB"],"is_corresponding":false,"raw_author_name":"Xiaohui Liu","raw_affiliation_strings":["Department of Information Systems, Mathematics and Computing, Brunei University, Uxbridge, UK","Department of Information Systems, Mathematics and Computing, Brunel University, Uxbridge, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Systems, Mathematics and Computing, Brunei University, Uxbridge, UK","institution_ids":["https://openalex.org/I189462010"]},{"raw_affiliation_string":"Department of Information Systems, Mathematics and Computing, Brunel University, Uxbridge, UK","institution_ids":["https://openalex.org/I59433898"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.3248,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.67644238,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"32","issue":null,"first_page":"2074","last_page":"2079"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11820","display_name":"Learning Styles and Cognitive Differences","score":0.9984999895095825,"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":0.9984999895095825,"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/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9514999985694885,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.925000011920929,"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/cognitive-style","display_name":"Cognitive style","score":0.8078818321228027},{"id":"https://openalex.org/keywords/field-dependence","display_name":"Field dependence","score":0.7389640808105469},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.7355424165725708},{"id":"https://openalex.org/keywords/preference","display_name":"Preference","score":0.6679971814155579},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.6042810082435608},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.59876549243927},{"id":"https://openalex.org/keywords/dimension","display_name":"Dimension (graph theory)","score":0.5684649348258972},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5599380135536194},{"id":"https://openalex.org/keywords/style","display_name":"Style (visual arts)","score":0.5386073589324951},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.42526906728744507},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.34221917390823364},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.32587534189224243},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.29929494857788086},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.24588894844055176},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10428231954574585},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.08641910552978516}],"concepts":[{"id":"https://openalex.org/C150681269","wikidata":"https://www.wikidata.org/wiki/Q2380771","display_name":"Cognitive style","level":3,"score":0.8078818321228027},{"id":"https://openalex.org/C91751843","wikidata":"https://www.wikidata.org/wiki/Q5446984","display_name":"Field dependence","level":3,"score":0.7389640808105469},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.7355424165725708},{"id":"https://openalex.org/C2781249084","wikidata":"https://www.wikidata.org/wiki/Q908656","display_name":"Preference","level":2,"score":0.6679971814155579},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.6042810082435608},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.59876549243927},{"id":"https://openalex.org/C33676613","wikidata":"https://www.wikidata.org/wiki/Q13415176","display_name":"Dimension (graph theory)","level":2,"score":0.5684649348258972},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5599380135536194},{"id":"https://openalex.org/C2776445246","wikidata":"https://www.wikidata.org/wiki/Q1792644","display_name":"Style (visual arts)","level":2,"score":0.5386073589324951},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.42526906728744507},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.34221917390823364},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.32587534189224243},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.29929494857788086},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.24588894844055176},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10428231954574585},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.08641910552978516},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","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/C115260700","wikidata":"https://www.wikidata.org/wiki/Q11408","display_name":"Magnetic field","level":2,"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icsmc.2009.5346314","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icsmc.2009.5346314","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2009 IEEE International Conference on Systems, Man and Cybernetics","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.4099999964237213,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W656066388","https://openalex.org/W1537453143","https://openalex.org/W1594031697","https://openalex.org/W1904963378","https://openalex.org/W2013406797","https://openalex.org/W2016602038","https://openalex.org/W2021462675","https://openalex.org/W2036480539","https://openalex.org/W2041807795","https://openalex.org/W2042855117","https://openalex.org/W2077569099","https://openalex.org/W2093991286","https://openalex.org/W2094509566","https://openalex.org/W2136000097","https://openalex.org/W2145399176","https://openalex.org/W2156021097","https://openalex.org/W2159215026","https://openalex.org/W2482297738","https://openalex.org/W2503167229","https://openalex.org/W3022958099","https://openalex.org/W4234760406"],"related_works":["https://openalex.org/W2107002187","https://openalex.org/W2014018665","https://openalex.org/W4313730730","https://openalex.org/W2380809855","https://openalex.org/W2352746410","https://openalex.org/W2156573380","https://openalex.org/W2584966281","https://openalex.org/W2965626970","https://openalex.org/W3028793974","https://openalex.org/W317121177"],"abstract_inverted_index":{"As":[0],"Web-based":[1],"instruction":[2],"(WBI)":[3],"becomes":[4],"increasingly":[5],"popular,":[6],"designers":[7],"are":[8],"faced":[9],"with":[10,64],"the":[11,15,65,75,108,125,148],"challenge":[12],"of":[13,18,143,150],"identifying":[14],"varying":[16],"preferences":[17,38,110],"learners":[19],"and":[20,93,105,118,133,135,139,153],"accommodating":[21],"them":[22],"in":[23,50,100,127],"WBI":[24],"programs.":[25],"Cognitive":[26],"style":[27,60,81],"has":[28,46,54,61],"been":[29,47,55],"shown":[30],"to":[31],"have":[32],"a":[33,85,158],"significant":[34],"effect":[35],"on":[36],"users'":[37,155],"for":[39,111],"WBI.":[40],"In":[41],"particular,":[42],"Witkin's":[43],"field":[44,102,115,130,136,151],"dependent/independent":[45,152],"widely":[48],"studied":[49,67],"this":[51,58,72,121,144],"area.":[52],"It":[53],"suggested":[56],"that":[57,89,99],"cognitive":[59,80],"conceptual":[62],"links":[63],"rarely":[66],"Pask's":[68],"holist/serialist":[69,154],"dimension.":[70],"Therefore,":[71],"study":[73,122,145],"investigates":[74],"relationship":[76],"between":[77,129],"these":[78],"two":[79],"dimensions":[82],"by":[83],"using":[84],"data":[86,160],"mining":[87,161],"approach":[88],"integrates":[90],"feature":[91],"selection":[92],"decision":[94],"trees.":[95],"The":[96,141],"results":[97],"show":[98,107],"general":[101],"dependent":[103,131],"users":[104,117,132,138],"holists":[106],"same":[109],"WBI,":[112],"as":[113],"do":[114],"Independent":[116],"serialists.":[119],"However,":[120],"also":[123],"highlights":[124],"similarities":[126],"preference":[128],"serialists,":[134],"independent":[137],"holists.":[140],"findings":[142],"contribute":[146],"towards":[147],"understanding":[149],"preferences.":[156],"Additionally,":[157],"novel":[159],"methodology":[162],"is":[163],"proposed.":[164]},"counts_by_year":[{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":1},{"year":2016,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
