{"id":"https://openalex.org/W2114000728","doi":"https://doi.org/10.1109/educon.2014.6826188","title":"Summative EEG alpha classification relates learning style and openness","display_name":"Summative EEG alpha classification relates learning style and openness","publication_year":2014,"publication_date":"2014-04-01","ids":{"openalex":"https://openalex.org/W2114000728","doi":"https://doi.org/10.1109/educon.2014.6826188","mag":"2114000728"},"language":"en","primary_location":{"id":"doi:10.1109/educon.2014.6826188","is_oa":false,"landing_page_url":"https://doi.org/10.1109/educon.2014.6826188","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 IEEE Global Engineering Education Conference (EDUCON)","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/A5109219934","display_name":"Nazre bin Abdul Rashid","orcid":null},"institutions":[{"id":"https://openalex.org/I143923087","display_name":"Sultan Idris Education University","ror":"https://ror.org/005bjd415","country_code":"MY","type":"education","lineage":["https://openalex.org/I143923087"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"Nazre Bin Abdul Rashid","raw_affiliation_strings":["Computing Department, Sultan Idris Education University, Perak, Malaysia","Computing Department, Faculty of Arts, Computing and Creative Industry, Sultan Idris Education University, 35900, Tg. Malim, Perak, Malaysia"],"affiliations":[{"raw_affiliation_string":"Computing Department, Sultan Idris Education University, Perak, Malaysia","institution_ids":["https://openalex.org/I143923087"]},{"raw_affiliation_string":"Computing Department, Faculty of Arts, Computing and Creative Industry, Sultan Idris Education University, 35900, Tg. Malim, Perak, Malaysia","institution_ids":["https://openalex.org/I143923087"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059748399","display_name":"Mohd Nasir Taib","orcid":"https://orcid.org/0000-0003-1050-3341"},"institutions":[{"id":"https://openalex.org/I4210121626","display_name":"Signal Processing (United States)","ror":"https://ror.org/021gzyw51","country_code":"US","type":"company","lineage":["https://openalex.org/I4210121626"]},{"id":"https://openalex.org/I82724352","display_name":"Universiti Teknologi MARA","ror":"https://ror.org/05n8tts92","country_code":"MY","type":"education","lineage":["https://openalex.org/I82724352"]}],"countries":["MY","US"],"is_corresponding":false,"raw_author_name":"Mohd Nasir Bin Taib","raw_affiliation_strings":["Advanced Signal Processing Research Group, Faculty of Electrical Engineering, Universiti Teknologi Mara, 40450 Shah Alam, Selangor, Malasyia"],"affiliations":[{"raw_affiliation_string":"Advanced Signal Processing Research Group, Faculty of Electrical Engineering, Universiti Teknologi Mara, 40450 Shah Alam, Selangor, Malasyia","institution_ids":["https://openalex.org/I82724352","https://openalex.org/I4210121626"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024436165","display_name":"Zunairah binti Hj. Murat","orcid":null},"institutions":[{"id":"https://openalex.org/I4210121626","display_name":"Signal Processing (United States)","ror":"https://ror.org/021gzyw51","country_code":"US","type":"company","lineage":["https://openalex.org/I4210121626"]},{"id":"https://openalex.org/I82724352","display_name":"Universiti Teknologi MARA","ror":"https://ror.org/05n8tts92","country_code":"MY","type":"education","lineage":["https://openalex.org/I82724352"]}],"countries":["MY","US"],"is_corresponding":false,"raw_author_name":"Zunairah Binti Hj Murat","raw_affiliation_strings":["Faculty of Electrical Engineering, Universiti Teknologi Mara, Shah Alam, Selangor, Malasyia","Advanced Signal Processing Research Group, Faculty of Electrical Engineering, Universiti Teknologi Mara, 40450 Shah Alam, Selangor, Malasyia"],"affiliations":[{"raw_affiliation_string":"Faculty of Electrical Engineering, Universiti Teknologi Mara, Shah Alam, Selangor, Malasyia","institution_ids":["https://openalex.org/I82724352"]},{"raw_affiliation_string":"Advanced Signal Processing Research Group, Faculty of Electrical Engineering, Universiti Teknologi Mara, 40450 Shah Alam, Selangor, Malasyia","institution_ids":["https://openalex.org/I82724352","https://openalex.org/I4210121626"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111905510","display_name":"Ros Shilawani binti S. Abd. Kadir","orcid":null},"institutions":[{"id":"https://openalex.org/I4210121626","display_name":"Signal Processing (United States)","ror":"https://ror.org/021gzyw51","country_code":"US","type":"company","lineage":["https://openalex.org/I4210121626"]},{"id":"https://openalex.org/I82724352","display_name":"Universiti Teknologi MARA","ror":"https://ror.org/05n8tts92","country_code":"MY","type":"education","lineage":["https://openalex.org/I82724352"]}],"countries":["MY","US"],"is_corresponding":false,"raw_author_name":"Ros Shilawani binti S. Abd Kadir","raw_affiliation_strings":["Universiti Teknologi MARA, Shah Alam, Selangor, MY","Advanced Signal Processing Research Group, Faculty of Electrical Engineering, Universiti Teknologi Mara, 40450 Shah Alam, Selangor, Malasyia"],"affiliations":[{"raw_affiliation_string":"Universiti Teknologi MARA, Shah Alam, Selangor, MY","institution_ids":["https://openalex.org/I82724352"]},{"raw_affiliation_string":"Advanced Signal Processing Research Group, Faculty of Electrical Engineering, Universiti Teknologi Mara, 40450 Shah Alam, Selangor, Malasyia","institution_ids":["https://openalex.org/I82724352","https://openalex.org/I4210121626"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001299730","display_name":"Sahrim Lias","orcid":null},"institutions":[{"id":"https://openalex.org/I4210121626","display_name":"Signal Processing (United States)","ror":"https://ror.org/021gzyw51","country_code":"US","type":"company","lineage":["https://openalex.org/I4210121626"]},{"id":"https://openalex.org/I82724352","display_name":"Universiti Teknologi MARA","ror":"https://ror.org/05n8tts92","country_code":"MY","type":"education","lineage":["https://openalex.org/I82724352"]}],"countries":["MY","US"],"is_corresponding":false,"raw_author_name":"Sahrim Bin Lias","raw_affiliation_strings":["Faculty of Electrical Engineering, Universiti Teknologi Mara, Shah Alam, Selangor, Malasyia","Advanced Signal Processing Research Group, Faculty of Electrical Engineering, Universiti Teknologi Mara, 40450 Shah Alam, Selangor, Malasyia"],"affiliations":[{"raw_affiliation_string":"Faculty of Electrical Engineering, Universiti Teknologi Mara, Shah Alam, Selangor, Malasyia","institution_ids":["https://openalex.org/I82724352"]},{"raw_affiliation_string":"Advanced Signal Processing Research Group, Faculty of Electrical Engineering, Universiti Teknologi Mara, 40450 Shah Alam, Selangor, Malasyia","institution_ids":["https://openalex.org/I82724352","https://openalex.org/I4210121626"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038196019","display_name":"Norizam Sulaiman","orcid":"https://orcid.org/0000-0002-0625-2327"},"institutions":[{"id":"https://openalex.org/I4210121626","display_name":"Signal Processing (United States)","ror":"https://ror.org/021gzyw51","country_code":"US","type":"company","lineage":["https://openalex.org/I4210121626"]},{"id":"https://openalex.org/I82724352","display_name":"Universiti Teknologi MARA","ror":"https://ror.org/05n8tts92","country_code":"MY","type":"education","lineage":["https://openalex.org/I82724352"]}],"countries":["MY","US"],"is_corresponding":false,"raw_author_name":"Norizam Bin Sulaiman","raw_affiliation_strings":["Faculty of Electrical Engineering, Universiti Teknologi Mara, Shah Alam, Selangor, Malasyia","Advanced Signal Processing Research Group, Faculty of Electrical Engineering, Universiti Teknologi Mara, 40450 Shah Alam, Selangor, Malasyia"],"affiliations":[{"raw_affiliation_string":"Faculty of Electrical Engineering, Universiti Teknologi Mara, Shah Alam, Selangor, Malasyia","institution_ids":["https://openalex.org/I82724352"]},{"raw_affiliation_string":"Advanced Signal Processing Research Group, Faculty of Electrical Engineering, Universiti Teknologi Mara, 40450 Shah Alam, Selangor, Malasyia","institution_ids":["https://openalex.org/I82724352","https://openalex.org/I4210121626"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5109219934"],"corresponding_institution_ids":["https://openalex.org/I143923087"],"apc_list":null,"apc_paid":null,"fwci":0.4169,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.69954863,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"3","issue":null,"first_page":"807","last_page":"810"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11820","display_name":"Learning Styles and Cognitive Differences","score":0.9975000023841858,"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":0.9975000023841858,"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/T13106","display_name":"Neuroscience, Education and Cognitive Function","score":0.9460999965667725,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/openness-to-experience","display_name":"Openness to experience","score":0.8915835618972778},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.6204087138175964},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.5521475672721863},{"id":"https://openalex.org/keywords/trait","display_name":"Trait","score":0.527321994304657},{"id":"https://openalex.org/keywords/style","display_name":"Style (visual arts)","score":0.5016741752624512},{"id":"https://openalex.org/keywords/summative-assessment","display_name":"Summative assessment","score":0.49527159333229065},{"id":"https://openalex.org/keywords/relevance","display_name":"Relevance (law)","score":0.45759448409080505},{"id":"https://openalex.org/keywords/learning-styles","display_name":"Learning styles","score":0.45722758769989014},{"id":"https://openalex.org/keywords/alpha","display_name":"Alpha (finance)","score":0.4513392448425293},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.4433782398700714},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4034397006034851},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39776134490966797},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.27314329147338867},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.23062282800674438},{"id":"https://openalex.org/keywords/developmental-psychology","display_name":"Developmental psychology","score":0.20043706893920898},{"id":"https://openalex.org/keywords/formative-assessment","display_name":"Formative assessment","score":0.12715357542037964},{"id":"https://openalex.org/keywords/psychometrics","display_name":"Psychometrics","score":0.105316162109375},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.08826705813407898}],"concepts":[{"id":"https://openalex.org/C84976871","wikidata":"https://www.wikidata.org/wiki/Q2015673","display_name":"Openness to experience","level":2,"score":0.8915835618972778},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.6204087138175964},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5521475672721863},{"id":"https://openalex.org/C106934330","wikidata":"https://www.wikidata.org/wiki/Q1971873","display_name":"Trait","level":2,"score":0.527321994304657},{"id":"https://openalex.org/C2776445246","wikidata":"https://www.wikidata.org/wiki/Q1792644","display_name":"Style (visual arts)","level":2,"score":0.5016741752624512},{"id":"https://openalex.org/C152747807","wikidata":"https://www.wikidata.org/wiki/Q1854913","display_name":"Summative assessment","level":3,"score":0.49527159333229065},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.45759448409080505},{"id":"https://openalex.org/C2781285556","wikidata":"https://www.wikidata.org/wiki/Q1820370","display_name":"Learning styles","level":2,"score":0.45722758769989014},{"id":"https://openalex.org/C64943373","wikidata":"https://www.wikidata.org/wiki/Q2651003","display_name":"Alpha (finance)","level":4,"score":0.4513392448425293},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.4433782398700714},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4034397006034851},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39776134490966797},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.27314329147338867},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.23062282800674438},{"id":"https://openalex.org/C138496976","wikidata":"https://www.wikidata.org/wiki/Q175002","display_name":"Developmental psychology","level":1,"score":0.20043706893920898},{"id":"https://openalex.org/C42525527","wikidata":"https://www.wikidata.org/wiki/Q1209955","display_name":"Formative assessment","level":2,"score":0.12715357542037964},{"id":"https://openalex.org/C171606756","wikidata":"https://www.wikidata.org/wiki/Q506132","display_name":"Psychometrics","level":2,"score":0.105316162109375},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.08826705813407898},{"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/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","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/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C49453240","wikidata":"https://www.wikidata.org/wiki/Q1592163","display_name":"Construct validity","level":3,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/educon.2014.6826188","is_oa":false,"landing_page_url":"https://doi.org/10.1109/educon.2014.6826188","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 IEEE Global Engineering Education Conference (EDUCON)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.8500000238418579}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W112288907","https://openalex.org/W1525448057","https://openalex.org/W1552262506","https://openalex.org/W1972565487","https://openalex.org/W1990324933","https://openalex.org/W2025084014","https://openalex.org/W2044195410","https://openalex.org/W2045305242","https://openalex.org/W2048939758","https://openalex.org/W2098330912","https://openalex.org/W2110444396","https://openalex.org/W2120643683","https://openalex.org/W2142827986","https://openalex.org/W2152217284","https://openalex.org/W2162355837","https://openalex.org/W2321583083","https://openalex.org/W2504963433","https://openalex.org/W2535506597","https://openalex.org/W2905327414","https://openalex.org/W3217250131","https://openalex.org/W4236173595","https://openalex.org/W6676186243","https://openalex.org/W6725174398","https://openalex.org/W6756931096"],"related_works":["https://openalex.org/W4200149729","https://openalex.org/W3136649006","https://openalex.org/W3210482647","https://openalex.org/W4283008968","https://openalex.org/W2373351295","https://openalex.org/W3029474383","https://openalex.org/W2063441168","https://openalex.org/W2143247980","https://openalex.org/W2067584980","https://openalex.org/W4385389164"],"abstract_inverted_index":{"Learning":[0,75],"Style":[1,76],"(LS)":[2],"had":[3,79],"been":[4,38,80],"drawn":[5],"as":[6,28,40,67,139],"one":[7],"of":[8,23,88,108,130],"the":[9,33,59,117,140],"important":[10],"domains":[11],"in":[12],"a":[13,41,70],"learner's":[14],"profile.":[15,73],"It":[16],"was":[17,98],"considered":[18],"relevance":[19],"to":[20,46,53,68,82,100,144],"different":[21],"aspects":[22],"teaching":[24],"and":[25,30,48,63,114],"learning":[26],"such":[27],"achievement":[29],"motivation.":[31],"On":[32],"other":[34],"hand,":[35],"Openness":[36,64],"has":[37],"interpreted":[39],"major":[42],"trait":[43],"which":[44,51],"linked":[45,52],"knowledge":[47],"skill":[49],"acquisition":[50],"learner":[54],"differences.":[55],"In":[56],"this":[57],"research":[58],"relation":[60],"between":[61],"LS":[62,87,119,134,141],"is":[65,111],"studied":[66],"underline":[69],"substantive":[71],"learners'":[72],"Kolb's":[74],"Inventory":[77],"(KLSI)":[78],"employed":[81],"determined":[83],"participants'":[84],"(N=":[85],"131)":[86],"Diverger,":[89],"Assimilator,":[90],"Converger":[91],"or":[92],"Accommodator.":[93],"Then,":[94],"Electroencephalogram":[95],"(EEG)":[96],"technology":[97],"utilized":[99],"gather":[101],"their":[102],"brain":[103,131],"signals.":[104],"The":[105,125],"signals":[106,132],"dataset":[107],"Alpha":[109],"band":[110],"selected,":[112],"processed":[113],"classified":[115],"towards":[116,133],"corresponding":[118],"using":[120],"SPSS":[121],"2-Step":[122],"Cluster":[123],"Analysis.":[124],"result":[126],"shown":[127],"100%":[128],"classification":[129],"achieved":[135],"while":[136],"Accommodator":[137],"found":[138],"that":[142],"related":[143],"Openness.":[145]},"counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2015,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
