{"id":"https://openalex.org/W2905837515","doi":"https://doi.org/10.1109/tcds.2018.2889223","title":"A Regression Method With Subnetwork Neurons for Vigilance Estimation Using EOG and EEG","display_name":"A Regression Method With Subnetwork Neurons for Vigilance Estimation Using EOG and EEG","publication_year":2018,"publication_date":"2018-12-21","ids":{"openalex":"https://openalex.org/W2905837515","doi":"https://doi.org/10.1109/tcds.2018.2889223","mag":"2905837515"},"language":"en","primary_location":{"id":"doi:10.1109/tcds.2018.2889223","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcds.2018.2889223","pdf_url":null,"source":{"id":"https://openalex.org/S2488537894","display_name":"IEEE Transactions on Cognitive and Developmental Systems","issn_l":"2379-8920","issn":["2379-8920","2379-8939"],"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 Cognitive and Developmental Systems","raw_type":"journal-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/A5005544115","display_name":"Wei Wu","orcid":"https://orcid.org/0000-0001-8500-1923"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Wu","raw_affiliation_strings":["College of Electrical and Information Engineering, Hunan University, Changsha, China","Hunan Key Laboratory of Intelligent Robot Technology in Electronic Manufacturing, Hunan University, Changsha, China","State Key Laboratory of Advanced Design and Manufacturing for Vehicle Body, Hunan University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0001-8500-1923","affiliations":[{"raw_affiliation_string":"College of Electrical and Information Engineering, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]},{"raw_affiliation_string":"Hunan Key Laboratory of Intelligent Robot Technology in Electronic Manufacturing, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]},{"raw_affiliation_string":"State Key Laboratory of Advanced Design and Manufacturing for Vehicle Body, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100731724","display_name":"Q. M. Jonathan Wu","orcid":"https://orcid.org/0000-0002-5208-7975"},"institutions":[{"id":"https://openalex.org/I74413500","display_name":"University of Windsor","ror":"https://ror.org/01gw3d370","country_code":"CA","type":"education","lineage":["https://openalex.org/I74413500"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Q. M. Jonathan Wu","raw_affiliation_strings":["University of Windsor, Windsor, Canada"],"raw_orcid":"https://orcid.org/0000-0002-5208-7975","affiliations":[{"raw_affiliation_string":"University of Windsor, Windsor, Canada","institution_ids":["https://openalex.org/I74413500"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043446785","display_name":"Wei Sun","orcid":"https://orcid.org/0000-0002-2589-2100"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Sun","raw_affiliation_strings":["College of Electrical and Information Engineering, Hunan University, Changsha, China","Hunan Key Laboratory of Intelligent Robot Technology in Electronic Manufacturing, Hunan University, Changsha, China","State Key Laboratory of Advanced Design and Manufacturing for Vehicle Body, Hunan University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-2589-2100","affiliations":[{"raw_affiliation_string":"College of Electrical and Information Engineering, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]},{"raw_affiliation_string":"Hunan Key Laboratory of Intelligent Robot Technology in Electronic Manufacturing, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]},{"raw_affiliation_string":"State Key Laboratory of Advanced Design and Manufacturing for Vehicle Body, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101783854","display_name":"Yimin Yang","orcid":"https://orcid.org/0000-0002-1131-2056"},"institutions":[{"id":"https://openalex.org/I72541430","display_name":"Lakehead University","ror":"https://ror.org/023p7mg82","country_code":"CA","type":"education","lineage":["https://openalex.org/I72541430"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Yimin Yang","raw_affiliation_strings":["Lakehead University, Thunder Bay, Canada"],"raw_orcid":"https://orcid.org/0000-0002-1131-2056","affiliations":[{"raw_affiliation_string":"Lakehead University, Thunder Bay, Canada","institution_ids":["https://openalex.org/I72541430"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075069444","display_name":"Xiaofang Yuan","orcid":"https://orcid.org/0000-0001-7280-7207"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaofang Yuan","raw_affiliation_strings":["College of Electrical and Information Engineering, Hunan University, Changsha, China","Hunan Key Laboratory of Intelligent Robot Technology in Electronic Manufacturing, Hunan University, Changsha, China","State Key Laboratory of Advanced Design and Manufacturing for Vehicle Body, Hunan University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0001-7280-7207","affiliations":[{"raw_affiliation_string":"College of Electrical and Information Engineering, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]},{"raw_affiliation_string":"Hunan Key Laboratory of Intelligent Robot Technology in Electronic Manufacturing, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]},{"raw_affiliation_string":"State Key Laboratory of Advanced Design and Manufacturing for Vehicle Body, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056335002","display_name":"Wei\u2010Long Zheng","orcid":"https://orcid.org/0000-0002-9474-6369"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I4210165726","display_name":"Shanghai Municipal Education Commission","ror":"https://ror.org/05tewj457","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210165456","https://openalex.org/I4210165726"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei-Long Zheng","raw_affiliation_strings":["Key Laboratory of Shanghai Education Commission for Intelligent Interaction and Cognitive Engineering, Shanghai Jiao Tong University, Shanghai, China","Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-9474-6369","affiliations":[{"raw_affiliation_string":"Key Laboratory of Shanghai Education Commission for Intelligent Interaction and Cognitive Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930","https://openalex.org/I4210165726"]},{"raw_affiliation_string":"Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040440605","display_name":"Bao\u2010Liang Lu","orcid":"https://orcid.org/0000-0001-8359-0058"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I4210165726","display_name":"Shanghai Municipal Education Commission","ror":"https://ror.org/05tewj457","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210165456","https://openalex.org/I4210165726"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bao-Liang Lu","raw_affiliation_strings":["Key Laboratory of Shanghai Education Commission for Intelligent Interaction and Cognitive Engineering, Shanghai Jiao Tong University, Shanghai, China","Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0001-8359-0058","affiliations":[{"raw_affiliation_string":"Key Laboratory of Shanghai Education Commission for Intelligent Interaction and Cognitive Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930","https://openalex.org/I4210165726"]},{"raw_affiliation_string":"Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.8042,"has_fulltext":false,"cited_by_count":67,"citation_normalized_percentile":{"value":0.93683574,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"13","issue":"1","first_page":"209","last_page":"222"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11373","display_name":"Sleep and Work-Related Fatigue","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T11373","display_name":"Sleep and Work-Related Fatigue","score":0.9997000098228455,"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/T10525","display_name":"Human-Automation Interaction and Safety","score":0.9919000267982483,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social 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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9878000020980835,"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/mean-squared-error","display_name":"Mean squared error","score":0.799791157245636},{"id":"https://openalex.org/keywords/vigilance","display_name":"Vigilance (psychology)","score":0.7307578921318054},{"id":"https://openalex.org/keywords/forehead","display_name":"Forehead","score":0.7128613591194153},{"id":"https://openalex.org/keywords/subnetwork","display_name":"Subnetwork","score":0.6926078796386719},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6797153949737549},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6096333265304565},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6010969877243042},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.5628277659416199},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4262269139289856},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.35019588470458984},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.2652081251144409},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2337401807308197},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.11248081922531128},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.07867544889450073}],"concepts":[{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.799791157245636},{"id":"https://openalex.org/C192769605","wikidata":"https://www.wikidata.org/wiki/Q1418914","display_name":"Vigilance (psychology)","level":2,"score":0.7307578921318054},{"id":"https://openalex.org/C2780446394","wikidata":"https://www.wikidata.org/wiki/Q41055","display_name":"Forehead","level":2,"score":0.7128613591194153},{"id":"https://openalex.org/C2780186347","wikidata":"https://www.wikidata.org/wiki/Q11414","display_name":"Subnetwork","level":2,"score":0.6926078796386719},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6797153949737549},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6096333265304565},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6010969877243042},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.5628277659416199},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4262269139289856},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.35019588470458984},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.2652081251144409},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2337401807308197},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.11248081922531128},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.07867544889450073},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"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/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcds.2018.2889223","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcds.2018.2889223","pdf_url":null,"source":{"id":"https://openalex.org/S2488537894","display_name":"IEEE Transactions on Cognitive and Developmental Systems","issn_l":"2379-8920","issn":["2379-8920","2379-8939"],"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 Cognitive and Developmental Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1112502169","display_name":null,"funder_award_id":"71765003","funder_id":"https://openalex.org/F4320326870","funder_display_name":"State Key Laboratory of Advanced Design and Manufacturing for Vehicle Body"},{"id":"https://openalex.org/G5392099665","display_name":null,"funder_award_id":"61573133","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6078424296","display_name":null,"funder_award_id":"61673266","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6421781732","display_name":null,"funder_award_id":"61401046","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320326870","display_name":"State Key Laboratory of Advanced Design and Manufacturing for Vehicle Body","ror":null},{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":76,"referenced_works":["https://openalex.org/W197066864","https://openalex.org/W206483964","https://openalex.org/W768136611","https://openalex.org/W1541210109","https://openalex.org/W1548156550","https://openalex.org/W1575396710","https://openalex.org/W1577936619","https://openalex.org/W1969363575","https://openalex.org/W1973433968","https://openalex.org/W1973962646","https://openalex.org/W1979069952","https://openalex.org/W1990307238","https://openalex.org/W1993192093","https://openalex.org/W1996277006","https://openalex.org/W1996754940","https://openalex.org/W2002716918","https://openalex.org/W2007320090","https://openalex.org/W2011055801","https://openalex.org/W2017170637","https://openalex.org/W2022803262","https://openalex.org/W2026131661","https://openalex.org/W2029520770","https://openalex.org/W2035331608","https://openalex.org/W2036147779","https://openalex.org/W2038610431","https://openalex.org/W2052604480","https://openalex.org/W2052770734","https://openalex.org/W2052925195","https://openalex.org/W2057017203","https://openalex.org/W2058616948","https://openalex.org/W2061879449","https://openalex.org/W2063896293","https://openalex.org/W2069657860","https://openalex.org/W2071878275","https://openalex.org/W2083543775","https://openalex.org/W2083767335","https://openalex.org/W2085986654","https://openalex.org/W2089453973","https://openalex.org/W2092015957","https://openalex.org/W2092728879","https://openalex.org/W2093449404","https://openalex.org/W2097117768","https://openalex.org/W2113999868","https://openalex.org/W2116261113","https://openalex.org/W2120409505","https://openalex.org/W2126666959","https://openalex.org/W2128495200","https://openalex.org/W2131338924","https://openalex.org/W2136922672","https://openalex.org/W2142578527","https://openalex.org/W2147413692","https://openalex.org/W2149709356","https://openalex.org/W2153635508","https://openalex.org/W2163605009","https://openalex.org/W2242976112","https://openalex.org/W2329528962","https://openalex.org/W2344244807","https://openalex.org/W2518058967","https://openalex.org/W2525487527","https://openalex.org/W2554891422","https://openalex.org/W2558193840","https://openalex.org/W2561849210","https://openalex.org/W2590210438","https://openalex.org/W2598673810","https://openalex.org/W2645827484","https://openalex.org/W2775018596","https://openalex.org/W2919115771","https://openalex.org/W4247875883","https://openalex.org/W4285719527","https://openalex.org/W6622293443","https://openalex.org/W6647664412","https://openalex.org/W6660089423","https://openalex.org/W6677060437","https://openalex.org/W6684191040","https://openalex.org/W6729900803","https://openalex.org/W6829184142"],"related_works":["https://openalex.org/W2060724872","https://openalex.org/W2082094785","https://openalex.org/W2202198356","https://openalex.org/W3087203342","https://openalex.org/W2377184161","https://openalex.org/W228984114","https://openalex.org/W4226360758","https://openalex.org/W2090026684","https://openalex.org/W2907567977","https://openalex.org/W2160630815"],"abstract_inverted_index":{"In":[0],"recent":[1],"years,":[2],"it":[3],"has":[4],"been":[5],"observed":[6],"that":[7,45,109,125,191,242],"there":[8],"is":[9,77,103],"an":[10,151],"increasing":[11],"rate":[12,220],"of":[13,21,26,55,75,105,113,136,146,158,164,175],"road":[14],"accidents":[15],"due":[16,207],"to":[17,69,208,223,231],"the":[18,24,47,56,168,170,180,184,192,199,209,224,227,243],"low":[19],"vigilance":[20,28,76,205],"drivers.":[22],"Thus,":[23],"estimation":[25,206],"drivers'":[27],"state":[29],"plays":[30],"a":[31,41,80,131,139,155,161,217],"significant":[32],"role":[33],"in":[34,101],"public":[35],"transportation":[36],"safety.":[37],"We":[38],"have":[39,110],"adopted":[40],"feature":[42,114,118],"fusion":[43,197],"strategy":[44],"combines":[46],"electroencephalogram":[48],"(EEG)":[49],"signals":[50],"collected":[51],"from":[52],"various":[53,111],"sites":[54],"human":[57],"brain,":[58],"including":[59],"forehead,":[60],"temporal,":[61],"and":[62,64,98,138,160,177,183,214,234,249,253],"posterior":[63],"forehead":[65],"electrooculogram":[66],"(forehead-EOG)":[67],"signals,":[68],"address":[70],"this":[71,238],"factor.":[72],"The":[73,121],"level":[74],"predicted":[78],"through":[79],"new":[81],"learning":[82,219,251],"model":[83,200],"known":[84],"as":[85],"double-layered":[86],"neural":[87],"network":[88],"with":[89,195,201],"subnetwork":[90,96],"nodes":[91,108],"(DNNSNs),":[92],"which":[93],"comprises":[94],"several":[95],"nodes,":[97],"each":[99],"node":[100],"turn":[102],"composed":[104],"many":[106],"hidden":[107],"capabilities":[112],"selection":[115],"(dimension":[116],"reduced),":[117],"learning,":[119],"etc.":[120],"proposed":[122,171,193,244],"single":[123,202],"modality":[124,203],"uses":[126],"only":[127],"forehead-EOG":[128,213],"signal":[129,153],"exhibits":[130],"mean":[132,140,156,162,181,185,228],"root-mean-square":[133],"error":[134],"(RMSE)":[135],"0.12":[137],"Pearson":[141],"product-moment":[142],"correlation":[143],"coefficient":[144],"(COR)":[145],"0.78.":[147],"On":[148],"one":[149],"hand,":[150],"EEG":[152],"achieved":[154,173],"RMSE":[157,182],"0.13":[159],"COR":[163],"0.72.":[165],"Whereas,":[166],"on":[167],"other,":[169],"multimodality":[172,196],"values":[174],"0.09":[176],"0.85":[178],"for":[179,204],"COR,":[186],"respectively.":[187,236],"Experimental":[188],"results":[189],"show":[190],"DNNSN":[194],"outperforms":[198],"complementary":[210],"information":[211],"between":[212],"EEG.":[215],"After":[216],"favorable":[218],"was":[221],"applied":[222],"input":[225],"layer,":[226],"RMSE/COR":[229],"improved":[230],"0.11/0.79,":[232],"0.12/0.74,":[233],"0.08/0.86,":[235],"Hence,":[237],"quantitative":[239],"analysis":[240],"proves":[241],"method":[245],"provides":[246],"better":[247],"feasibility":[248],"efficiency":[250],"capability":[252],"surmounts":[254],"other":[255],"state-of-the-art":[256],"techniques.":[257]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":14},{"year":2022,"cited_by_count":10},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":8},{"year":2019,"cited_by_count":4}],"updated_date":"2026-07-25T15:57:00.446498","created_date":"2025-10-10T00:00:00"}
