{"id":"https://openalex.org/W2119656429","doi":"https://doi.org/10.1109/ijcnn.2010.5596835","title":"Driver's cognitive state classification toward brain computer interface via using a generalized and supervised technology","display_name":"Driver's cognitive state classification toward brain computer interface via using a generalized and supervised technology","publication_year":2010,"publication_date":"2010-07-01","ids":{"openalex":"https://openalex.org/W2119656429","doi":"https://doi.org/10.1109/ijcnn.2010.5596835","mag":"2119656429"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn.2010.5596835","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2010.5596835","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The 2010 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5084246297","display_name":"Chun\u2010Hsiang Chuang","orcid":"https://orcid.org/0000-0002-5043-8380"},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chun-Hsiang Chuang","raw_affiliation_strings":["Institute of Electrical Control Engineering and Brain Research Center, National Chiao Tung University, Hsinchu, Taiwan","Institute of Electrical Control Engineering and Brain Research Center, National Chiao-Tung University, 1001 Ta Hsueh Rd., Hsinchu 300, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Electrical Control Engineering and Brain Research Center, National Chiao Tung University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I148366613"]},{"raw_affiliation_string":"Institute of Electrical Control Engineering and Brain Research Center, National Chiao-Tung University, 1001 Ta Hsueh Rd., Hsinchu 300, Taiwan","institution_ids":["https://openalex.org/I148366613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082637294","display_name":"Pei-Chen Lai","orcid":null},"institutions":[{"id":"https://openalex.org/I34574549","display_name":"National Taichung University of Education","ror":"https://ror.org/006tnfe02","country_code":"TW","type":"education","lineage":["https://openalex.org/I34574549"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Pei-Chen Lai","raw_affiliation_strings":["Graduate Institute of Educational Measurement and Statistics, National Taichung University, Taichung, Taiwan","Graduate Institute of Educational Measurement and Statistics, National Taichung University, 140 MinShen Rd., 403, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Graduate Institute of Educational Measurement and Statistics, National Taichung University, Taichung, Taiwan","institution_ids":["https://openalex.org/I34574549"]},{"raw_affiliation_string":"Graduate Institute of Educational Measurement and Statistics, National Taichung University, 140 MinShen Rd., 403, Taiwan","institution_ids":["https://openalex.org/I34574549"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064879657","display_name":"Li\u2010Wei Ko","orcid":"https://orcid.org/0000-0003-2529-3391"},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Li-Wei Ko","raw_affiliation_strings":["Department of Biological Science and Technology and Brain Research Center, National Chiao Tung University, Hsinchu, Taiwan","Department of Biological Science and Technology and Brain Research Center, National Chiao Tung University, 1001 Ta Hsueh Rd., Hsinchu 300, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biological Science and Technology and Brain Research Center, National Chiao Tung University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I148366613"]},{"raw_affiliation_string":"Department of Biological Science and Technology and Brain Research Center, National Chiao Tung University, 1001 Ta Hsueh Rd., Hsinchu 300, Taiwan","institution_ids":["https://openalex.org/I148366613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054302891","display_name":"Bor\u2010Chen Kuo","orcid":"https://orcid.org/0000-0003-1741-2450"},"institutions":[{"id":"https://openalex.org/I34574549","display_name":"National Taichung University of Education","ror":"https://ror.org/006tnfe02","country_code":"TW","type":"education","lineage":["https://openalex.org/I34574549"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Bor-Chen Kuo","raw_affiliation_strings":["Graduate Institute of Educational Measurement and Statistics, National Taichung University, Taichung, Taiwan","Graduate Institute of Educational Measurement and Statistics, National Taichung University, 140 MinShen Rd., 403, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Graduate Institute of Educational Measurement and Statistics, National Taichung University, Taichung, Taiwan","institution_ids":["https://openalex.org/I34574549"]},{"raw_affiliation_string":"Graduate Institute of Educational Measurement and Statistics, National Taichung University, 140 MinShen Rd., 403, Taiwan","institution_ids":["https://openalex.org/I34574549"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058936239","display_name":"Chin\u2010Teng Lin","orcid":"https://orcid.org/0000-0001-8371-8197"},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chin-Teng Lin","raw_affiliation_strings":["Institute of Electrical Control Engineering and Brain Research Center, National Chiao Tung University, Hsinchu, Taiwan","Institute of Electrical Control Engineering and Brain Research Center, National Chiao-Tung University, 1001 Ta Hsueh Rd., Hsinchu 300, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Electrical Control Engineering and Brain Research Center, National Chiao Tung University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I148366613"]},{"raw_affiliation_string":"Institute of Electrical Control Engineering and Brain Research Center, National Chiao-Tung University, 1001 Ta Hsueh Rd., Hsinchu 300, Taiwan","institution_ids":["https://openalex.org/I148366613"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":22,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":1.0,"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"}},{"id":"https://openalex.org/T11373","display_name":"Sleep and Work-Related Fatigue","score":0.9817000031471252,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive 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/T11707","display_name":"Gaze Tracking and Assistive Technology","score":0.9627000093460083,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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":0.7543317079544067},{"id":"https://openalex.org/keywords/brain\u2013computer-interface","display_name":"Brain\u2013computer interface","score":0.6985760927200317},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.6307635307312012},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.5932056903839111},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5827584266662598},{"id":"https://openalex.org/keywords/alertness","display_name":"Alertness","score":0.5668995976448059},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"Principal component analysis","score":0.5091504454612732},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4697364270687103},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.42792263627052307},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37619850039482117},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.3043586015701294}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7543317079544067},{"id":"https://openalex.org/C173201364","wikidata":"https://www.wikidata.org/wiki/Q897410","display_name":"Brain\u2013computer interface","level":3,"score":0.6985760927200317},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6307635307312012},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.5932056903839111},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5827584266662598},{"id":"https://openalex.org/C200678441","wikidata":"https://www.wikidata.org/wiki/Q1423044","display_name":"Alertness","level":2,"score":0.5668995976448059},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.5091504454612732},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4697364270687103},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.42792263627052307},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37619850039482117},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.3043586015701294},{"id":"https://openalex.org/C98274493","wikidata":"https://www.wikidata.org/wiki/Q128406","display_name":"Pharmacology","level":1,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn.2010.5596835","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2010.5596835","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The 2010 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.49000000953674316,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W16986344","https://openalex.org/W628438000","https://openalex.org/W1862328956","https://openalex.org/W1972148655","https://openalex.org/W2005305331","https://openalex.org/W2015401436","https://openalex.org/W2033605014","https://openalex.org/W2079277602","https://openalex.org/W2087660339","https://openalex.org/W2090449567","https://openalex.org/W2098057602","https://openalex.org/W2118129736","https://openalex.org/W2118796925","https://openalex.org/W2128772746","https://openalex.org/W2135346934","https://openalex.org/W2136809053","https://openalex.org/W2147413692","https://openalex.org/W2148694408","https://openalex.org/W2155217597","https://openalex.org/W2157765880","https://openalex.org/W2164360360","https://openalex.org/W2170986858","https://openalex.org/W2171029115","https://openalex.org/W2478493250","https://openalex.org/W3120421331","https://openalex.org/W4232944527","https://openalex.org/W4237171445","https://openalex.org/W4250214345","https://openalex.org/W4292023222","https://openalex.org/W6679138352","https://openalex.org/W6683344597","https://openalex.org/W6684585955"],"related_works":["https://openalex.org/W65758901","https://openalex.org/W2942324097","https://openalex.org/W2023599206","https://openalex.org/W3042082333","https://openalex.org/W2085897802","https://openalex.org/W642117203","https://openalex.org/W4382631899","https://openalex.org/W2184946901","https://openalex.org/W2331246139","https://openalex.org/W2106231951"],"abstract_inverted_index":{"Growing":[0],"numbers":[1],"of":[2,18,26,58,117,123,230],"traffic":[3],"accidents":[4],"had":[5],"become":[6],"a":[7,52,70,105,112],"serious":[8],"social":[9],"safety":[10],"problem":[11],"in":[12,31,100,104,168,238],"recent":[13],"years.":[14],"The":[15,42,115,222],"main":[16],"factor":[17],"the":[19,23,27,46,118,135,141,146,163,207,218,239],"high":[20],"fatalities":[21],"was":[22],"obvious":[24],"decline":[25],"driver's":[28,59],"cognitive":[29,60],"state":[30],"their":[32],"perception,":[33],"recognition":[34],"and":[35,81,127,152,171,180,193,216],"vehicle":[36],"control":[37,82],"abilities":[38],"while":[39],"being":[40],"sleepy.":[41],"key":[43],"to":[44,50,75,133,236],"avoid":[45],"terrible":[47],"consequents":[48],"is":[49,121,165],"build":[51],"detecting":[53],"system":[54,92,120,203],"for":[55,138],"ongoing":[56],"assessment":[57],"state.":[61],"A":[62],"quickly":[63],"growing":[64],"research,":[65],"brain-computer":[66,241],"interface":[67],"(BCI),":[68],"offers":[69],"solution":[71,224],"offering":[72],"great":[73],"assistance":[74],"those":[76],"who":[77],"require":[78],"alternative":[79],"communicatory":[80],"mechanisms.":[83],"In":[84,131,198],"this":[85,200],"study,":[86],"we":[87,144],"propose":[88],"an":[89],"alertness/drowsiness":[90],"classification":[91,119,202],"based":[93],"on":[94],"investigating":[95],"electroencephalographic":[96],"(EEG)":[97],"brain":[98,209],"dynamics":[99],"lane-keeping":[101],"driving":[102,109],"experiments":[103],"virtual":[106],"reality":[107],"(VR)":[108],"environment":[110],"with":[111,156,187,225],"motion":[113],"platform.":[114],"core":[116],"composed":[122],"dimension":[124],"reduction":[125],"technique":[126],"classifier":[128,191,195],"learning":[129],"algorithm.":[130],"order":[132],"find":[134],"suitable":[136],"method":[137],"better":[139,226],"describing":[140],"data":[142],"structure,":[143],"explore":[145],"performances":[147],"using":[148],"different":[149,157,214],"feature":[150,153],"extraction":[151],"selection":[154],"methods":[155],"classifiers.":[158],"Experiment":[159],"results":[160],"show":[161],"that":[162],"accuracy":[164,227],"over":[166],"80%":[167],"most":[169],"combinations":[170,232],"even":[172],"near":[173],"90%":[174],"under":[175],"Principal":[176],"Component":[177],"Analysis":[178],"(PCA)":[179],"Nonparametric":[181],"Weighted":[182],"Feature":[183],"Extraction":[184],"(NWFE)":[185],"going":[186],"Gaussian":[188],"Maximum":[189],"Likelihood":[190],"(ML)":[192],"k-Nearest-Neighbor":[194],"(kNN),":[196],"respectively.":[197],"addition,":[199],"developed":[201],"can":[204,233],"also":[205],"solve":[206],"individual":[208],"dynamic":[210],"differences":[211],"caused":[212],"from":[213],"subjects":[215],"overcome":[217],"subject":[219],"dependent":[220],"limitation.":[221],"optimized":[223],"performance":[228],"out":[229],"all":[231],"be":[234],"considered":[235],"implement":[237],"kernel":[240],"interface.":[242]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":3},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":5},{"year":2014,"cited_by_count":2},{"year":2013,"cited_by_count":3},{"year":2012,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
