{"id":"https://openalex.org/W4392255637","doi":"https://doi.org/10.1145/3633637.3633718","title":"Convolutional Neural Network for Emotional EEG Decoding and Visualization","display_name":"Convolutional Neural Network for Emotional EEG Decoding and Visualization","publication_year":2023,"publication_date":"2023-10-27","ids":{"openalex":"https://openalex.org/W4392255637","doi":"https://doi.org/10.1145/3633637.3633718"},"language":"en","primary_location":{"id":"doi:10.1145/3633637.3633718","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3633637.3633718","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 12th International Conference on Computing and Pattern Recognition","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/A5102902164","display_name":"Jiaying Lin","orcid":"https://orcid.org/0009-0003-7546-8855"},"institutions":[{"id":"https://openalex.org/I136765683","display_name":"Tianjin University of Technology","ror":"https://ror.org/00zbe0w13","country_code":"CN","type":"education","lineage":["https://openalex.org/I136765683"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiaying Lin","raw_affiliation_strings":["Tianjin University of Technology, China"],"raw_orcid":"https://orcid.org/0009-0003-7546-8855","affiliations":[{"raw_affiliation_string":"Tianjin University of Technology, China","institution_ids":["https://openalex.org/I136765683"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Lu Li","orcid":"https://orcid.org/0009-0006-8839-8659"},"institutions":[{"id":"https://openalex.org/I136765683","display_name":"Tianjin University of Technology","ror":"https://ror.org/00zbe0w13","country_code":"CN","type":"education","lineage":["https://openalex.org/I136765683"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lu Li","raw_affiliation_strings":["Zhonghuan Information College Tianjin University of Technology, China"],"raw_orcid":"https://orcid.org/0009-0006-8839-8659","affiliations":[{"raw_affiliation_string":"Zhonghuan Information College Tianjin University of Technology, China","institution_ids":["https://openalex.org/I136765683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076351563","display_name":"Abdelkader Nasreddine Belkacem","orcid":"https://orcid.org/0000-0002-3024-4167"},"institutions":[{"id":"https://openalex.org/I201726411","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862","country_code":"AE","type":"education","lineage":["https://openalex.org/I201726411"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Abdelkader Nasreddine Belkacem","raw_affiliation_strings":["College of Information Technology, UAE University, UAE"],"raw_orcid":"https://orcid.org/0000-0002-3024-4167","affiliations":[{"raw_affiliation_string":"College of Information Technology, UAE University, UAE","institution_ids":["https://openalex.org/I201726411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010209131","display_name":"Jun Liang","orcid":"https://orcid.org/0000-0001-7785-0001"},"institutions":[{"id":"https://openalex.org/I2802534033","display_name":"Tianjin Medical University General Hospital","ror":"https://ror.org/003sav965","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2802534033"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Liang","raw_affiliation_strings":["Tianjin Medical University General Hospital, China"],"raw_orcid":"https://orcid.org/0000-0001-7785-0001","affiliations":[{"raw_affiliation_string":"Tianjin Medical University General Hospital, China","institution_ids":["https://openalex.org/I2802534033"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020742579","display_name":"Chao Chen","orcid":"https://orcid.org/0000-0001-7358-4332"},"institutions":[{"id":"https://openalex.org/I136765683","display_name":"Tianjin University of Technology","ror":"https://ror.org/00zbe0w13","country_code":"CN","type":"education","lineage":["https://openalex.org/I136765683"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chao Chen","raw_affiliation_strings":["Tianjin University of Technology, China"],"raw_orcid":"https://orcid.org/0000-0001-7358-4332","affiliations":[{"raw_affiliation_string":"Tianjin University of Technology, China","institution_ids":["https://openalex.org/I136765683"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"516","last_page":"521"},"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/T10581","display_name":"Neural dynamics and brain function","score":0.9980000257492065,"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":0.9965999722480774,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/overfitting","display_name":"Overfitting","score":0.8428953886032104},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7996468544006348},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7984590530395508},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.7212740778923035},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6881574392318726},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6853983998298645},{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.608420729637146},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.5995840430259705},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5104793310165405},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.49255141615867615},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.44110915064811707},{"id":"https://openalex.org/keywords/brain\u2013computer-interface","display_name":"Brain\u2013computer interface","score":0.42392608523368835},{"id":"https://openalex.org/keywords/sample","display_name":"Sample (material)","score":0.4174855351448059},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3684946894645691},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3659188151359558},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.32697346806526184},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.07225921750068665},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.07019504904747009}],"concepts":[{"id":"https://openalex.org/C22019652","wikidata":"https://www.wikidata.org/wiki/Q331309","display_name":"Overfitting","level":3,"score":0.8428953886032104},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7996468544006348},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7984590530395508},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.7212740778923035},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6881574392318726},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6853983998298645},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.608420729637146},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.5995840430259705},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5104793310165405},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.49255141615867615},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.44110915064811707},{"id":"https://openalex.org/C173201364","wikidata":"https://www.wikidata.org/wiki/Q897410","display_name":"Brain\u2013computer interface","level":3,"score":0.42392608523368835},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.4174855351448059},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3684946894645691},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3659188151359558},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.32697346806526184},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.07225921750068665},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.07019504904747009},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"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/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3633637.3633718","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3633637.3633718","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 12th International Conference on Computing and Pattern Recognition","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1649885719","https://openalex.org/W1947251450","https://openalex.org/W2112796928","https://openalex.org/W2136655611","https://openalex.org/W2218506909","https://openalex.org/W2559463885","https://openalex.org/W2810418809","https://openalex.org/W3080946082","https://openalex.org/W3102455230","https://openalex.org/W3189300284","https://openalex.org/W3195438473","https://openalex.org/W4206709332","https://openalex.org/W4220866631","https://openalex.org/W6809808423"],"related_works":["https://openalex.org/W4362597605","https://openalex.org/W1574414179","https://openalex.org/W4297676672","https://openalex.org/W3009056573","https://openalex.org/W2922073769","https://openalex.org/W4281702477","https://openalex.org/W2490526372","https://openalex.org/W4376166922","https://openalex.org/W2106231951","https://openalex.org/W2032664813"],"abstract_inverted_index":{"In":[0],"recent":[1],"years,":[2],"deep":[3,35,72,153],"learning":[4],"has":[5,29,41],"been":[6,42],"increasingly":[7],"utilized":[8],"in":[9,34,131],"affective":[10],"Brain-Computer":[11],"Interface":[12],"(aBCI)":[13],"research.":[14],"The":[15,81],"application":[16],"of":[17,25,48,65,83,106,133,142,155,161],"Convolutional":[18],"Neural":[19],"Networks":[20],"(ConvNets)":[21],"for":[22,55,88,99,120],"end-to-end":[23,56],"analysis":[24],"electroencephalographic":[26],"(EEG)":[27],"signals":[28],"become":[30],"a":[31,45,111],"common":[32],"approach":[33],"learning-based":[36],"aBCI.":[37],"However,":[38],"limited":[39],"research":[40],"conducted":[43],"on":[44],"better":[46],"understanding":[47],"how":[49],"to":[50,74,93,146],"design":[51,77],"and":[52,71,78,116],"train":[53],"ConvNets":[54,66],"emotional":[57],"EEG":[58,107],"decoding.":[59],"This":[60],"study":[61],"explores":[62],"three":[63],"kinds":[64],"architectures,":[67],"including":[68],"shallow,":[69],"middle,":[70],"configuration,":[73],"evaluate":[75],"their":[76],"training":[79,101],"schemes.":[80],"findings":[82],"this":[84],"paper":[85],"demonstrate":[86],"that,":[87],"aBCI,":[89],"it":[90],"is":[91,118],"crucial":[92,119],"ensure":[94],"an":[95,138,151],"adequate":[96],"sample":[97,114],"size":[98,117],"model":[100,122],"while":[102,150],"maintaining":[103],"the":[104,127,159],"stability":[105],"signals.":[108],"Additionally,":[109],"achieving":[110],"balance":[112],"between":[113],"length":[115],"effective":[121],"training.":[123],"Notably,":[124],"EEGNet":[125],"outperforms":[126],"other":[128],"two":[129],"models":[130],"terms":[132],"classification":[134],"accuracy,":[135],"indicating":[136],"that":[137],"excessively":[139,152],"shallow":[140],"number":[141,154],"convolutional":[143,156],"layers":[144,157],"leads":[145],"insufficient":[147],"feature":[148],"extraction,":[149],"increases":[158],"risk":[160],"overfitting.":[162]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
