{"id":"https://openalex.org/W3091050391","doi":"https://doi.org/10.1109/ijcnn48605.2020.9206957","title":"Emotion Recognition under Sleep Deprivation Using a Multimodal Residual LSTM Network","display_name":"Emotion Recognition under Sleep Deprivation Using a Multimodal Residual LSTM Network","publication_year":2020,"publication_date":"2020-07-01","ids":{"openalex":"https://openalex.org/W3091050391","doi":"https://doi.org/10.1109/ijcnn48605.2020.9206957","mag":"3091050391"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn48605.2020.9206957","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn48605.2020.9206957","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International Joint Conference on Neural Networks (IJCNN)","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/A5006734811","display_name":"Le-Yan Tao","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Le-Yan Tao","raw_affiliation_strings":["Department of Computer Science and Engineering, Center for Brain-like Computing and Machine Intelligence, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Center for Brain-like Computing and Machine Intelligence, Shanghai, China","institution_ids":[]}]},{"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/I4210165726","display_name":"Shanghai Municipal Education Commission","ror":"https://ror.org/05tewj457","country_code":"CN","type":"funder","lineage":["https://openalex.org/I4210165456","https://openalex.org/I4210165726"]},{"id":"https://openalex.org/I4210164150","display_name":"Shanghai Center for Brain Science and Brain-Inspired Technology","ror":"https://ror.org/0551a0y31","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210164150"]},{"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bao-Liang Lu","raw_affiliation_strings":["Brain Science and Technology Research Center, Shanghai, China","Department of Computer Science and Engineering, Center for Brain-like Computing and Machine Intelligence, Shanghai, China","Key Laboratory of Shanghai Education Commission for Intelligent Interaction and Cognitive Engineering, Shanghai, China","Qing Yuan Research Institute, Shanghai Jiao Tong University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Brain Science and Technology Research Center, Shanghai, China","institution_ids":["https://openalex.org/I4210164150"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Center for Brain-like Computing and Machine Intelligence, Shanghai, China","institution_ids":[]},{"raw_affiliation_string":"Key Laboratory of Shanghai Education Commission for Intelligent Interaction and Cognitive Engineering, Shanghai, China","institution_ids":["https://openalex.org/I4210165726"]},{"raw_affiliation_string":"Qing Yuan Research Institute, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5006734811"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.8924,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.72129552,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9994000196456909,"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":0.9994000196456909,"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/T10667","display_name":"Emotion and Mood Recognition","score":0.9990000128746033,"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/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.9904000163078308,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/sadness","display_name":"Sadness","score":0.773727297782898},{"id":"https://openalex.org/keywords/sleep-deprivation","display_name":"Sleep deprivation","score":0.7559307813644409},{"id":"https://openalex.org/keywords/happiness","display_name":"Happiness","score":0.632670521736145},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.5344492793083191},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.5029415488243103},{"id":"https://openalex.org/keywords/emotion-recognition","display_name":"Emotion recognition","score":0.4408641755580902},{"id":"https://openalex.org/keywords/audiology","display_name":"Audiology","score":0.4014263153076172},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.37773972749710083},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.36875683069229126},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3239251971244812},{"id":"https://openalex.org/keywords/clinical-psychology","display_name":"Clinical psychology","score":0.1631263792514801},{"id":"https://openalex.org/keywords/anger","display_name":"Anger","score":0.15969493985176086},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.1578841507434845},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.13936534523963928},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.12823805212974548},{"id":"https://openalex.org/keywords/psychotherapist","display_name":"Psychotherapist","score":0.06515896320343018}],"concepts":[{"id":"https://openalex.org/C2779812673","wikidata":"https://www.wikidata.org/wiki/Q169251","display_name":"Sadness","level":3,"score":0.773727297782898},{"id":"https://openalex.org/C2778329153","wikidata":"https://www.wikidata.org/wiki/Q1364801","display_name":"Sleep deprivation","level":3,"score":0.7559307813644409},{"id":"https://openalex.org/C2778999518","wikidata":"https://www.wikidata.org/wiki/Q8","display_name":"Happiness","level":2,"score":0.632670521736145},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5344492793083191},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.5029415488243103},{"id":"https://openalex.org/C2777438025","wikidata":"https://www.wikidata.org/wiki/Q1339090","display_name":"Emotion recognition","level":2,"score":0.4408641755580902},{"id":"https://openalex.org/C548259974","wikidata":"https://www.wikidata.org/wiki/Q569965","display_name":"Audiology","level":1,"score":0.4014263153076172},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.37773972749710083},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36875683069229126},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3239251971244812},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.1631263792514801},{"id":"https://openalex.org/C2779302386","wikidata":"https://www.wikidata.org/wiki/Q79871","display_name":"Anger","level":2,"score":0.15969493985176086},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.1578841507434845},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.13936534523963928},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.12823805212974548},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.06515896320343018}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn48605.2020.9206957","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn48605.2020.9206957","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","score":0.5899999737739563,"display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W1840932611","https://openalex.org/W1855097856","https://openalex.org/W1937723051","https://openalex.org/W1947251450","https://openalex.org/W2002565627","https://openalex.org/W2038610431","https://openalex.org/W2040879430","https://openalex.org/W2064675550","https://openalex.org/W2085497785","https://openalex.org/W2090834654","https://openalex.org/W2094097475","https://openalex.org/W2118585731","https://openalex.org/W2140723622","https://openalex.org/W2147396017","https://openalex.org/W2154053567","https://openalex.org/W2166830380","https://openalex.org/W2167822639","https://openalex.org/W2171222028","https://openalex.org/W2188600900","https://openalex.org/W2194775991","https://openalex.org/W2403757143","https://openalex.org/W2407512993","https://openalex.org/W2604096629","https://openalex.org/W2610961739","https://openalex.org/W2766825571","https://openalex.org/W2778812440","https://openalex.org/W2786768213","https://openalex.org/W2790404832","https://openalex.org/W2945585469","https://openalex.org/W2953092061","https://openalex.org/W2965642103","https://openalex.org/W2981372722","https://openalex.org/W3011240245","https://openalex.org/W3011803617","https://openalex.org/W4245446252","https://openalex.org/W6651365498","https://openalex.org/W6660089423","https://openalex.org/W6671865762","https://openalex.org/W6677656871","https://openalex.org/W6713572877","https://openalex.org/W6748634536","https://openalex.org/W6780226713"],"related_works":["https://openalex.org/W2120267809","https://openalex.org/W2373147122","https://openalex.org/W2913307771","https://openalex.org/W4311605484","https://openalex.org/W2558014965","https://openalex.org/W2902116245","https://openalex.org/W2393989740","https://openalex.org/W2058555531","https://openalex.org/W617778167","https://openalex.org/W2383978210"],"abstract_inverted_index":{"Emotion":[0],"recognition":[1,22,48,152],"under":[2,23,49,91,154,171,232],"sleep":[3,24,50,95,97,158,172,176,189,233,249],"deprivation":[4,25,177],"is":[5,58,168,243],"instructive":[6],"for":[7,46,62,139,221],"the":[8,63,69,92,110,115,119,123,129,165,179,182,193,196,200,206,211,222,229,236,240],"study":[9,205],"of":[10,54,65,94,122,125,133,157,164,181,188,195,210,239],"mental":[11],"disorders":[12],"such":[13],"as":[14],"major":[15],"depressive":[16],"disorder.":[17],"Previous":[18],"studies":[19],"on":[20,30],"emotion":[21,47,151,167,198,224,227,242],"have":[26],"been":[27],"mainly":[28],"based":[29],"psychological":[31],"research":[32],"techniques.":[33],"In":[34],"this":[35],"paper,":[36],"we":[37,204],"introduce":[38],"a":[39],"multilayer":[40],"weight-sharing":[41],"multimodal":[42],"residual":[43],"LSTM":[44],"network":[45],"deprivation.":[51,250],"The":[52,89,105,161,215],"advantage":[53],"our":[55],"proposed":[56,111],"method":[57,112],"that":[59,109,175],"it":[60],"allows":[61],"combination":[64],"three":[66],"different":[67,126],"features:":[68],"electroencephalography":[70],"(EEG)":[71],"single-channel":[72],"differential":[73],"entropy":[74],"(DE)":[75],"features,":[76],"EEG":[77],"functional":[78],"strength":[79],"features":[80,124],"with":[81,118,246],"topological":[82],"correlation":[83],"connectivity,":[84],"and":[85,99,103,128,135,145,149,185,225],"eye":[86],"movement":[87],"features.":[88],"experiments":[90],"conditions":[93],"deprivation,":[96,159,173,234],"recovery":[98,190],"baseline":[100,201],"are":[101,137],"designed":[102],"conducted.":[104],"experimental":[106],"results":[107],"demonstrate":[108],"significantly":[113],"enhances":[114],"performance":[116],"compared":[117],"simple":[120],"concatenation":[121],"modalities,":[127],"best":[130],"mean":[131],"accuracies":[132],"86.86%":[134],"82.03%":[136],"achieved":[138],"four":[140,212],"emotions":[141],"(happiness,":[142],"sadness,":[143],"fear,":[144],"neutral)":[146],"in":[147,228],"subject-dependent":[148],"cross-subject":[150],"tasks":[153],"30":[155],"hours":[156],"respectively.":[160],"classification":[162],"accuracy":[163],"happiness":[166,183,197,223],"obviously":[169],"impaired":[170],"indicating":[174],"impairs":[178],"stimulation":[180],"emotion,":[184],"one":[186],"night":[187],"can":[191],"reactivate":[192],"elicitation":[194],"to":[199,248],"level.":[202],"Furthermore,":[203],"brain":[207],"neural":[208,237],"patterns":[209],"emotional":[213],"states.":[214],"prefrontal":[216],"area":[217],"becomes":[218],"less":[219],"activated":[220],"sadness":[226],"gamma":[230],"band":[231],"while":[235],"pattern":[238],"fear":[241],"highly":[244],"robust":[245],"respect":[247]},"counts_by_year":[{"year":2025,"cited_by_count":7},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}