{"id":"https://openalex.org/W4294975380","doi":"https://doi.org/10.1109/embc48229.2022.9870895","title":"Exploring Sex Differences in Key Frequency Bands and Channel Connections for EEG-based Emotion Recognition","display_name":"Exploring Sex Differences in Key Frequency Bands and Channel Connections for EEG-based Emotion Recognition","publication_year":2022,"publication_date":"2022-07-11","ids":{"openalex":"https://openalex.org/W4294975380","doi":"https://doi.org/10.1109/embc48229.2022.9870895","pmid":"https://pubmed.ncbi.nlm.nih.gov/36085886"},"language":"en","primary_location":{"id":"doi:10.1109/embc48229.2022.9870895","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc48229.2022.9870895","pdf_url":null,"source":{"id":"https://openalex.org/S4363607706","display_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine &amp; 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 &amp; 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/A5100389141","display_name":"Ziyi Li","orcid":"https://orcid.org/0000-0003-0947-9137"},"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/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":true,"raw_author_name":"Ziyi Li","raw_affiliation_strings":["Shanghai Jiao Tong University,The Key Laboratory of Shanghai Education Commission for Intelligent Interaction and Cognitive Engineering, and Brain Science and Technology Research Center,Center for Brain-Like Computing and Machine Intelligence, Department of Computer Science and Engineering,Shanghai,Peoples Republic of China,200240"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,The Key Laboratory of Shanghai Education Commission for Intelligent Interaction and Cognitive Engineering, and Brain Science and Technology Research Center,Center for Brain-Like Computing and Machine Intelligence, Department of Computer Science and Engineering,Shanghai,Peoples Republic of China,200240","institution_ids":["https://openalex.org/I4210165726","https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018220728","display_name":"Luyu Liu","orcid":"https://orcid.org/0000-0002-6684-5570"},"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":"funder","lineage":["https://openalex.org/I4210165456","https://openalex.org/I4210165726"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Luyu Liu","raw_affiliation_strings":["Shanghai Jiao Tong University,The Key Laboratory of Shanghai Education Commission for Intelligent Interaction and Cognitive Engineering, and Brain Science and Technology Research Center,Center for Brain-Like Computing and Machine Intelligence, Department of Computer Science and Engineering,Shanghai,Peoples Republic of China,200240"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,The Key Laboratory of Shanghai Education Commission for Intelligent Interaction and Cognitive Engineering, and Brain Science and Technology Research Center,Center for Brain-Like Computing and Machine Intelligence, Department of Computer Science and Engineering,Shanghai,Peoples Republic of China,200240","institution_ids":["https://openalex.org/I4210165726","https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100307503","display_name":"Yihui Zhu","orcid":null},"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/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":"Yihui Zhu","raw_affiliation_strings":["Shanghai Jiao Tong University,The Key Laboratory of Shanghai Education Commission for Intelligent Interaction and Cognitive Engineering, and Brain Science and Technology Research Center,Center for Brain-Like Computing and Machine Intelligence, Department of Computer Science and Engineering,Shanghai,Peoples Republic of China,200240"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,The Key Laboratory of Shanghai Education Commission for Intelligent Interaction and Cognitive Engineering, and Brain Science and Technology Research Center,Center for Brain-Like Computing and Machine Intelligence, Department of Computer Science and Engineering,Shanghai,Peoples Republic of China,200240","institution_ids":["https://openalex.org/I4210165726","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/I2801556517","display_name":"Ruijin Hospital","ror":"https://ror.org/01hv94n30","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2801556517"]},{"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":"funder","lineage":["https://openalex.org/I4210165456","https://openalex.org/I4210165726"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bao-Liang Lu","raw_affiliation_strings":["Shanghai Jiao Tong University,The Key Laboratory of Shanghai Education Commission for Intelligent Interaction and Cognitive Engineering, and Brain Science and Technology Research Center,Center for Brain-Like Computing and Machine Intelligence, Department of Computer Science and Engineering,Shanghai,Peoples Republic of China,200240","RuiJin-Mihoyo Laboratory, Clinical Neuroscience Center, RuiJin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, Peoples Republic of China"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,The Key Laboratory of Shanghai Education Commission for Intelligent Interaction and Cognitive Engineering, and Brain Science and Technology Research Center,Center for Brain-Like Computing and Machine Intelligence, Department of Computer Science and Engineering,Shanghai,Peoples Republic of China,200240","institution_ids":["https://openalex.org/I4210165726","https://openalex.org/I183067930"]},{"raw_affiliation_string":"RuiJin-Mihoyo Laboratory, Clinical Neuroscience Center, RuiJin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, Peoples Republic of China","institution_ids":["https://openalex.org/I2801556517","https://openalex.org/I183067930"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5100389141"],"corresponding_institution_ids":["https://openalex.org/I183067930","https://openalex.org/I4210165726"],"apc_list":null,"apc_paid":null,"fwci":0.829,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.74117647,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"2022","issue":null,"first_page":"4793","last_page":"4796"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9998000264167786,"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/T10667","display_name":"Emotion and Mood Recognition","score":0.9998000264167786,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9993000030517578,"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/T10057","display_name":"Face and Expression Recognition","score":0.9811999797821045,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/electroencephalography","display_name":"Electroencephalography","score":0.763385534286499},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.7348701357841492},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6006795763969421},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.5712193846702576},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.5422978401184082},{"id":"https://openalex.org/keywords/radio-spectrum","display_name":"Radio spectrum","score":0.4240393042564392},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.2711111009120941},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.18031629920005798},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.09238409996032715},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.07955896854400635}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.763385534286499},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.7348701357841492},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6006795763969421},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.5712193846702576},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.5422978401184082},{"id":"https://openalex.org/C92545706","wikidata":"https://www.wikidata.org/wiki/Q902174","display_name":"Radio spectrum","level":2,"score":0.4240393042564392},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2711111009120941},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.18031629920005798},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.09238409996032715},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.07955896854400635}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004644","descriptor_name":"Emotions","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004644","descriptor_name":"Emotions","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004644","descriptor_name":"Emotions","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005793","descriptor_name":"Generalization, Psychological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005793","descriptor_name":"Generalization, Psychological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005793","descriptor_name":"Generalization, Psychological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012727","descriptor_name":"Sex Characteristics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012727","descriptor_name":"Sex Characteristics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012727","descriptor_name":"Sex Characteristics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc48229.2022.9870895","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc48229.2022.9870895","pdf_url":null,"source":{"id":"https://openalex.org/S4363607706","display_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine &amp; 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 &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:36085886","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36085886","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":[],"awards":[{"id":"https://openalex.org/G143590983","display_name":null,"funder_award_id":"61976135","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/F4320322999","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1013886253","https://openalex.org/W1489756053","https://openalex.org/W1947251450","https://openalex.org/W2009872283","https://openalex.org/W2106413222","https://openalex.org/W2766943263","https://openalex.org/W2767003866","https://openalex.org/W2786768213","https://openalex.org/W2945331847","https://openalex.org/W2980144295","https://openalex.org/W3159301005","https://openalex.org/W3175715598","https://openalex.org/W4206433398","https://openalex.org/W6794649008"],"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/W4233722919","https://openalex.org/W4323929055"],"abstract_inverted_index":{"Previous":[0],"studies":[1],"have":[2,30,100],"demonstrated":[3],"the":[4,14,23,27,44,105,118,156,164,168,194],"existence":[5],"of":[6,16,54,107,109,121,196],"sex":[7,28,45,188],"differences":[8,29,46],"in":[9,47],"emotion":[10,151],"recognition":[11],"by":[12,93,113,116],"comparing":[13,117],"performance":[15],"same-sex":[17,165],"and":[18,51,72,86,98,129,161,199],"cross-sex":[19,169],"training":[20],"strategies.":[21],"However,":[22,190],"EEG":[24,55],"properties":[25],"behind":[26],"not":[31],"been":[32],"fully":[33],"explored.":[34],"To":[35],"fill":[36],"this":[37,191],"research":[38],"gap,":[39],"we":[40,125,154],"aim":[41],"to":[42,67,150],"investigate":[43],"key":[48],"frequency":[49,123,133,145],"bands":[50,138,146],"channel":[52,110],"connections":[53,111],"signals.":[56],"The":[57,77,89,177],"single-modality":[58],"attentive":[59],"simple":[60],"graph":[61],"convolutional":[62],"network":[63],"(ASGC)":[64],"is":[65,172],"applied":[66],"three":[68],"datasets":[69],"SEED,":[70],"SEED-IV":[71],"SEED-V":[73],"under":[74],"subject-dependence":[75],"conditions.":[76],"classification":[78,119],"rates":[79],"are":[80,147],"90.86":[81],"\u00b14.84%,":[82],"83.14":[83],"\u00b1":[84],"8.84%":[85],"78.33\u00b17.83%,":[87],"respectively.":[88],"adjacency":[90],"matrices":[91],"learned":[92],"ASGC":[94,160],"indicate":[95],"that":[96,127,143,163,181],"females":[97,130],"males":[99,128,182],"similar":[101,132],"channel-connection":[102],"patterns,":[103],"but":[104],"degree":[106],"importance":[108],"varies":[112],"sex.":[114],"Additionally,":[115],"results":[120,178],"5":[122],"bands,":[124],"find":[126,162],"represent":[131],"band":[134],"characteristics,":[135],"i.e.,":[136],"high-frequency":[137],"achieve":[139],"better":[140],"performance,":[141],"indicating":[142],"these":[144],"more":[148,185,197],"related":[149],"processing.":[152],"Finally,":[153],"conduct":[155],"cross-subject":[157],"experiment":[158],"using":[159],"strategy":[166],"outperforms":[167],"strategy,":[170],"which":[171],"consistent":[173],"with":[174],"previous":[175],"studies.":[176],"also":[179],"imply":[180],"may":[183],"be":[184],"suitable":[186],"for":[187],"generalization.":[189],"finding":[192],"needs":[193],"support":[195],"samples":[198],"advanced":[200],"algorithms.":[201]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3}],"updated_date":"2026-04-23T09:07:50.710637","created_date":"2025-10-10T00:00:00"}
