{"id":"https://openalex.org/W4294975166","doi":"https://doi.org/10.1109/embc48229.2022.9871072","title":"EEG Emotion Recognition Based on Self-attention Dynamic Graph Neural Networks","display_name":"EEG Emotion Recognition Based on Self-attention Dynamic Graph Neural Networks","publication_year":2022,"publication_date":"2022-07-11","ids":{"openalex":"https://openalex.org/W4294975166","doi":"https://doi.org/10.1109/embc48229.2022.9871072","pmid":"https://pubmed.ncbi.nlm.nih.gov/36086084"},"language":"en","primary_location":{"id":"doi:10.1109/embc48229.2022.9871072","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc48229.2022.9871072","pdf_url":null,"source":{"id":"https://openalex.org/S4363607706","display_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5100634465","display_name":"Chao Li","orcid":"https://orcid.org/0000-0001-6340-9960"},"institutions":[{"id":"https://openalex.org/I15062923","display_name":"Tianjin Normal University","ror":"https://ror.org/05x2td559","country_code":"CN","type":"education","lineage":["https://openalex.org/I15062923"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chao Li","raw_affiliation_strings":["College of Computer and Information Engineering, Tianjin Normal University,Tianiin,China,300387"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer and Information Engineering, Tianjin Normal University,Tianiin,China,300387","institution_ids":["https://openalex.org/I15062923"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058681402","display_name":"Yong Sheng","orcid":null},"institutions":[{"id":"https://openalex.org/I15062923","display_name":"Tianjin Normal University","ror":"https://ror.org/05x2td559","country_code":"CN","type":"education","lineage":["https://openalex.org/I15062923"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yong Sheng","raw_affiliation_strings":["College of Computer and Information Engineering, Tianjin Normal University,Tianiin,China,300387"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer and Information Engineering, Tianjin Normal University,Tianiin,China,300387","institution_ids":["https://openalex.org/I15062923"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047118636","display_name":"Haishuai Wang","orcid":"https://orcid.org/0000-0003-1617-0920"},"institutions":[{"id":"https://openalex.org/I126350171","display_name":"Fairfield University","ror":"https://ror.org/04z49n283","country_code":"US","type":"education","lineage":["https://openalex.org/I126350171"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Haishuai Wang","raw_affiliation_strings":["Fairfield University,Department of Computer Science and Engineering,USA","Department of Computer Science and Engineering, Fairfield University, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fairfield University,Department of Computer Science and Engineering,USA","institution_ids":["https://openalex.org/I126350171"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Fairfield University, USA","institution_ids":["https://openalex.org/I126350171"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079696396","display_name":"Mingyue Niu","orcid":"https://orcid.org/0000-0002-4977-3202"},"institutions":[{"id":"https://openalex.org/I15062923","display_name":"Tianjin Normal University","ror":"https://ror.org/05x2td559","country_code":"CN","type":"education","lineage":["https://openalex.org/I15062923"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingyue Niu","raw_affiliation_strings":["College of Computer and Information Engineering, Tianjin Normal University,Tianiin,China,300387"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer and Information Engineering, Tianjin Normal University,Tianiin,China,300387","institution_ids":["https://openalex.org/I15062923"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000190108","display_name":"Peiguang Jing","orcid":"https://orcid.org/0000-0003-2648-7358"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peiguang Jing","raw_affiliation_strings":["School of Electrical and Information Engineering, Tianjin University,Tianjin,China,300072"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Tianjin University,Tianjin,China,300072","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052655362","display_name":"Ziping Zhao","orcid":"https://orcid.org/0000-0002-8719-6389"},"institutions":[{"id":"https://openalex.org/I15062923","display_name":"Tianjin Normal University","ror":"https://ror.org/05x2td559","country_code":"CN","type":"education","lineage":["https://openalex.org/I15062923"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ziping Zhao","raw_affiliation_strings":["College of Computer and Information Engineering, Tianjin Normal University,Tianiin,China,300387"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer and Information Engineering, Tianjin Normal University,Tianiin,China,300387","institution_ids":["https://openalex.org/I15062923"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043060302","display_name":"Bj\u00f6rn W. Schuller","orcid":"https://orcid.org/0000-0002-6478-8699"},"institutions":[{"id":"https://openalex.org/I179225836","display_name":"University of Augsburg","ror":"https://ror.org/03p14d497","country_code":"DE","type":"education","lineage":["https://openalex.org/I179225836"]},{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["DE","GB"],"is_corresponding":false,"raw_author_name":"Bjorn W. Schuller","raw_affiliation_strings":["University of Augsburg,Chair of Embedded Intelligence for Health Care and Wellbeing,Germany","GLAM, Imperial College London, UK","Chair of Embedded Intelligence for Health Care and Wellbeing, University of Augsburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Augsburg,Chair of Embedded Intelligence for Health Care and Wellbeing,Germany","institution_ids":["https://openalex.org/I179225836"]},{"raw_affiliation_string":"GLAM, Imperial College London, UK","institution_ids":["https://openalex.org/I47508984"]},{"raw_affiliation_string":"Chair of Embedded Intelligence for Health Care and Wellbeing, University of Augsburg, Germany","institution_ids":["https://openalex.org/I179225836"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.1964,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.76730657,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"2022","issue":null,"first_page":"292","last_page":"296"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9998000264167786,"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":0.9998000264167786,"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":0.9962000250816345,"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":0.9872999787330627,"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":0.721937358379364},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.7035391330718994},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.610959529876709},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.5804054737091064},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5128819942474365},{"id":"https://openalex.org/keywords/emotion-recognition","display_name":"Emotion recognition","score":0.5033673644065857},{"id":"https://openalex.org/keywords/feature-learning","display_name":"Feature learning","score":0.4751952886581421},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.4729715883731842},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4693129062652588},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4459387958049774},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4439120888710022},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.17015811800956726},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.13721096515655518},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.10903516411781311}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.721937358379364},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.7035391330718994},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.610959529876709},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5804054737091064},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5128819942474365},{"id":"https://openalex.org/C2777438025","wikidata":"https://www.wikidata.org/wiki/Q1339090","display_name":"Emotion recognition","level":2,"score":0.5033673644065857},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.4751952886581421},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.4729715883731842},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4693129062652588},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4459387958049774},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4439120888710022},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.17015811800956726},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.13721096515655518},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.10903516411781311},{"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/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D001288","descriptor_name":"Attention","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001288","descriptor_name":"Attention","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001288","descriptor_name":"Attention","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004644","descriptor_name":"Emotions","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D004644","descriptor_name":"Emotions","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D004644","descriptor_name":"Emotions","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D062207","descriptor_name":"Brain-Computer Interfaces","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D062207","descriptor_name":"Brain-Computer Interfaces","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D062207","descriptor_name":"Brain-Computer Interfaces","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc48229.2022.9871072","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc48229.2022.9871072","pdf_url":null,"source":{"id":"https://openalex.org/S4363607706","display_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:36086084","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36086084","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.5400000214576721,"display_name":"Quality Education"}],"awards":[{"id":"https://openalex.org/G1725338955","display_name":null,"funder_award_id":"18JCZDJC36300","funder_id":"https://openalex.org/F4320323993","funder_display_name":"Natural Science Foundation of Tianjin City"},{"id":"https://openalex.org/G5575472767","display_name":null,"funder_award_id":"62071330,61702370,61902282,61831022","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5893652795","display_name":null,"funder_award_id":"61425017","funder_id":"https://openalex.org/F4320336125","funder_display_name":"National Science Fund for Distinguished Young Scholars"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320323993","display_name":"Natural Science Foundation of Tianjin City","ror":null},{"id":"https://openalex.org/F4320336125","display_name":"National Science Fund for Distinguished Young Scholars","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W1970663544","https://openalex.org/W2004204487","https://openalex.org/W2018543616","https://openalex.org/W2064675550","https://openalex.org/W2091474959","https://openalex.org/W2120847449","https://openalex.org/W2194187530","https://openalex.org/W2293593600","https://openalex.org/W2572280252","https://openalex.org/W2605367287","https://openalex.org/W2731964405","https://openalex.org/W2765856398","https://openalex.org/W2772766867","https://openalex.org/W2790404832","https://openalex.org/W2794284562","https://openalex.org/W2799761007","https://openalex.org/W2901027086","https://openalex.org/W2901504064","https://openalex.org/W2936771798","https://openalex.org/W2950162539","https://openalex.org/W2997026866","https://openalex.org/W3006673474","https://openalex.org/W3034795332","https://openalex.org/W3088256290","https://openalex.org/W3152893301","https://openalex.org/W4297733535","https://openalex.org/W6731776189","https://openalex.org/W6735963690","https://openalex.org/W6745586887","https://openalex.org/W6763983084"],"related_works":["https://openalex.org/W2922348724","https://openalex.org/W200322357","https://openalex.org/W2130428257","https://openalex.org/W4308951944","https://openalex.org/W2057366091","https://openalex.org/W4312960290","https://openalex.org/W2049513647","https://openalex.org/W2988848585","https://openalex.org/W3048601286","https://openalex.org/W2965925734"],"abstract_inverted_index":{"In":[0],"recent":[1],"years,":[2],"due":[3],"to":[4,43,103,129,155],"the":[5,10,23,45,74,82,85,95,105,131,145,150,156],"fundamental":[6],"role":[7],"played":[8],"by":[9,61,73],"central":[11],"nervous":[12],"system":[13],"in":[14,29,81],"emotion":[15,30,35,107],"expression,":[16],"electroencephalogram":[17],"(EEG)":[18],"signals":[19,26],"have":[20],"emerged":[21],"as":[22],"most":[24],"robust":[25,90],"for":[27,94],"use":[28],"recognition":[31,36,108],"and":[32,135],"inference.":[33],"Current":[34],"methods":[37],"mainly":[38],"employ":[39],"deep":[40],"learning":[41,87,120],"technology":[42],"learn":[44],"spatial":[46,132],"or":[47],"temporal":[48,136],"representation":[49,119],"of":[50,78,88,139],"each":[51],"channel,":[52],"then":[53],"obtain":[54,130],"complementary":[55],"information":[56,134],"from":[57],"different":[58],"EEG":[59],"channels":[60],"adopting":[62],"a":[63,101,116],"multi-modal":[64],"fusion":[65],"strategy.":[66],"However,":[67],"emotional":[68],"expression":[69],"is":[70,100,153],"usually":[71],"accompanied":[72],"dynamic":[75,92,125],"spatio-temporal":[76],"evolution":[77,137],"functional":[79,97],"connections":[80],"brain.":[83],"Therefore,":[84],"effective":[86],"more":[89],"long-term":[91],"representations":[93],"brain's":[96],"connection":[98],"networks":[99,128],"key":[102],"improving":[104],"EEG-based":[106],"system.":[109],"To":[110],"address":[111],"these":[112],"issues,":[113],"we":[114],"propose":[115],"brain":[117,140],"network":[118],"method":[121,152],"that":[122,149],"employs":[123],"self-attention":[124],"graph":[126],"neural":[127],"structure":[133],"characteristics":[138],"networks.":[141],"Experimental":[142],"results":[143],"on":[144],"AMIGOS":[146],"dataset":[147],"show":[148],"proposed":[151],"superior":[154],"state-of-the-art":[157],"methods.":[158]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}