{"id":"https://openalex.org/W4408970992","doi":"https://doi.org/10.1109/taffc.2025.3555439","title":"Enhancing Cross-Dataset EEG Emotion Recognition: A Novel Approach With Emotional EEG Style Transfer Network","display_name":"Enhancing Cross-Dataset EEG Emotion Recognition: A Novel Approach With Emotional EEG Style Transfer Network","publication_year":2025,"publication_date":"2025-03-28","ids":{"openalex":"https://openalex.org/W4408970992","doi":"https://doi.org/10.1109/taffc.2025.3555439"},"language":"en","primary_location":{"id":"doi:10.1109/taffc.2025.3555439","is_oa":false,"landing_page_url":"https://doi.org/10.1109/taffc.2025.3555439","pdf_url":null,"source":{"id":"https://openalex.org/S104780363","display_name":"IEEE Transactions on Affective Computing","issn_l":"1949-3045","issn":["1949-3045","2371-9850"],"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 Affective Computing","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":null,"display_name":"Yijin Zhou","orcid":"https://orcid.org/0000-0002-4441-0031"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yijin Zhou","raw_affiliation_strings":["Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, School of Artificial Intelligence, Xidian University, Xi&#x2019;an, China","Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, the School of Artificial Intelligence, Xidian University, Xi&#x0027;an, China"],"raw_orcid":"https://orcid.org/0000-0002-4441-0031","affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, School of Artificial Intelligence, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, the School of Artificial Intelligence, Xidian University, Xi&#x0027;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100324319","display_name":"Fu Li","orcid":"https://orcid.org/0000-0003-0319-0308"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fu Li","raw_affiliation_strings":["Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, School of Artificial Intelligence, Xidian University, Xi&#x2019;an, China","Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, the School of Artificial Intelligence, Xidian University, Xi&#x0027;an, China"],"raw_orcid":"https://orcid.org/0000-0003-0319-0308","affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, School of Artificial Intelligence, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, the School of Artificial Intelligence, Xidian University, Xi&#x0027;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yang Li","orcid":"https://orcid.org/0000-0002-5093-2151"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Li","raw_affiliation_strings":["Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, School of Artificial Intelligence, Xidian University, Xi&#x2019;an, China","Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, the School of Artificial Intelligence, Xidian University, Xi&#x0027;an, China"],"raw_orcid":"https://orcid.org/0000-0002-5093-2151","affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, School of Artificial Intelligence, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, the School of Artificial Intelligence, Xidian University, Xi&#x0027;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016347705","display_name":"Youshuo Ji","orcid":"https://orcid.org/0000-0002-6802-0759"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Youshuo Ji","raw_affiliation_strings":["Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, School of Artificial Intelligence, Xidian University, Xi&#x2019;an, China","Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, the School of Artificial Intelligence, Xidian University, Xi&#x0027;an, China"],"raw_orcid":"https://orcid.org/0000-0002-6802-0759","affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, School of Artificial Intelligence, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, the School of Artificial Intelligence, Xidian University, Xi&#x0027;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108924985","display_name":"Lijian Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210117825","display_name":"Beijing Research Institute of Mechanical and Electrical Technology","ror":"https://ror.org/02bjnsn63","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210117825"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lijian Zhang","raw_affiliation_strings":["Beijing Institute of Mechanical Equipment, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Institute of Mechanical Equipment, Beijing, China","institution_ids":["https://openalex.org/I4210117825"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yuanfang Chen","orcid":"https://orcid.org/0000-0002-5028-7340"},"institutions":[{"id":"https://openalex.org/I4210117825","display_name":"Beijing Research Institute of Mechanical and Electrical Technology","ror":"https://ror.org/02bjnsn63","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210117825"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuanfang Chen","raw_affiliation_strings":["Beijing Institute of Mechanical Equipment, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-5028-7340","affiliations":[{"raw_affiliation_string":"Beijing Institute of Mechanical Equipment, Beijing, China","institution_ids":["https://openalex.org/I4210117825"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066947738","display_name":"Huaning Wang","orcid":"https://orcid.org/0000-0003-1981-4293"},"institutions":[{"id":"https://openalex.org/I4210158926","display_name":"Xijing Hospital","ror":"https://ror.org/05cqe9350","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210158926"]},{"id":"https://openalex.org/I9916479","display_name":"Air Force Medical University","ror":"https://ror.org/00ms48f15","country_code":"CN","type":"education","lineage":["https://openalex.org/I9916479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huaning Wang","raw_affiliation_strings":["Department of Psychiatry at Xijing Hospital, Fourth Military Medical University, Xi&#x2019;an, China","Department of Psychiatry at Xijing Hospital, Fourth Military Medical University, Xi&#x0027;an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychiatry at Xijing Hospital, Fourth Military Medical University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I4210158926","https://openalex.org/I9916479"]},{"raw_affiliation_string":"Department of Psychiatry at Xijing Hospital, Fourth Military Medical University, Xi&#x0027;an, China","institution_ids":["https://openalex.org/I4210158926","https://openalex.org/I9916479"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":6.7264,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.97258125,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"16","issue":"3","first_page":"2157","last_page":"2171"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.984499990940094,"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":0.984499990940094,"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/electroencephalography","display_name":"Electroencephalography","score":0.8343731164932251},{"id":"https://openalex.org/keywords/emotion-recognition","display_name":"Emotion recognition","score":0.6469683051109314},{"id":"https://openalex.org/keywords/style","display_name":"Style (visual arts)","score":0.5469458699226379},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.5232064723968506},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4584254026412964},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4470401704311371},{"id":"https://openalex.org/keywords/affective-computing","display_name":"Affective computing","score":0.4350556433200836},{"id":"https://openalex.org/keywords/emotion-classification","display_name":"Emotion classification","score":0.4272753596305847},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.4222829043865204},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.414227157831192},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.41267046332359314},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.082913339138031}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.8343731164932251},{"id":"https://openalex.org/C2777438025","wikidata":"https://www.wikidata.org/wiki/Q1339090","display_name":"Emotion recognition","level":2,"score":0.6469683051109314},{"id":"https://openalex.org/C2776445246","wikidata":"https://www.wikidata.org/wiki/Q1792644","display_name":"Style (visual arts)","level":2,"score":0.5469458699226379},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5232064723968506},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4584254026412964},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4470401704311371},{"id":"https://openalex.org/C6438553","wikidata":"https://www.wikidata.org/wiki/Q1185804","display_name":"Affective computing","level":2,"score":0.4350556433200836},{"id":"https://openalex.org/C206310091","wikidata":"https://www.wikidata.org/wiki/Q750859","display_name":"Emotion classification","level":2,"score":0.4272753596305847},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.4222829043865204},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.414227157831192},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.41267046332359314},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.082913339138031},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/taffc.2025.3555439","is_oa":false,"landing_page_url":"https://doi.org/10.1109/taffc.2025.3555439","pdf_url":null,"source":{"id":"https://openalex.org/S104780363","display_name":"IEEE Transactions on Affective Computing","issn_l":"1949-3045","issn":["1949-3045","2371-9850"],"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 Affective Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1295890703","display_name":null,"funder_award_id":"62206210","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1503914559","display_name":null,"funder_award_id":"62371356","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3650234175","display_name":null,"funder_award_id":"62376203","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5946821715","display_name":null,"funder_award_id":"82330043","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G633016014","display_name":null,"funder_award_id":"2023-ZDLSF-07","funder_id":"https://openalex.org/F4320336350","funder_display_name":"Key Research and Development Projects of Shaanxi Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320336350","display_name":"Key Research and Development Projects of Shaanxi Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W1596717185","https://openalex.org/W1947251450","https://openalex.org/W1966797434","https://openalex.org/W1970727126","https://openalex.org/W2050596356","https://openalex.org/W2072263349","https://openalex.org/W2109586655","https://openalex.org/W2169473752","https://openalex.org/W2342894681","https://openalex.org/W2475287302","https://openalex.org/W2559463885","https://openalex.org/W2625929003","https://openalex.org/W2786768213","https://openalex.org/W2790404832","https://openalex.org/W2808223797","https://openalex.org/W2911220936","https://openalex.org/W2926366943","https://openalex.org/W2984566643","https://openalex.org/W2997025969","https://openalex.org/W3024961463","https://openalex.org/W3089475900","https://openalex.org/W3134204148","https://openalex.org/W3164305153","https://openalex.org/W3169095106","https://openalex.org/W3207246414","https://openalex.org/W3209433168","https://openalex.org/W4210437389","https://openalex.org/W4220980353","https://openalex.org/W4225411558","https://openalex.org/W4285175183","https://openalex.org/W4321793421","https://openalex.org/W4361994820","https://openalex.org/W4366751844","https://openalex.org/W4367840164","https://openalex.org/W4386800155","https://openalex.org/W4392188010","https://openalex.org/W4394698527"],"related_works":["https://openalex.org/W3080495370","https://openalex.org/W4285597148","https://openalex.org/W1550318927","https://openalex.org/W4305042383","https://openalex.org/W2901531394","https://openalex.org/W2773396412","https://openalex.org/W4380370144","https://openalex.org/W4310579990","https://openalex.org/W4403674916","https://openalex.org/W2787157782"],"abstract_inverted_index":{"Electroencephalogram":[0],"(EEG)-based":[1],"emotion":[2,24,67,109,125,168,186],"recognition":[3,25],"has":[4],"achieved":[5],"remarkable":[6],"success":[7],"in":[8,22,47,64,122,166,199],"both":[9],"subject-dependent":[10],"and":[11,30,53,96,149],"subject-independent":[12],"scenarios.":[13],"However,":[14],"overcoming":[15],"the":[16,48,60,76,88,93,97,101,105,118,163,172,179],"challenges":[17],"associated":[18],"with":[19],"reduced":[20],"performance":[21,121,165],"EEG":[23,56,66,78,110,114,124,169,187],"across":[26],"devices,":[27],"time,":[28],"space,":[29],"subjects":[31],"(i.e.,":[32],"cross-dataset)":[33],"remains":[34],"a":[35,134,141,150,193],"significant":[36,61],"obstacle":[37],"for":[38,137,145,153,196],"affective":[39],"brain-computer":[40],"interfaces":[41],"(aBCIs).":[42],"The":[43,189],"key":[44,132],"issue":[45],"lies":[46],"distributional":[49],"mismatch":[50],"between":[51],"source":[52,94],"target":[54,102],"domain":[55,95,138],"signals.":[57],"To":[58,171],"tackle":[59],"inter-domain":[62],"differences":[63],"cross-dataset":[65,123,167,185],"recognition,":[68],"this":[69,177,200],"paper":[70],"introduces":[71],"an":[72],"innovative":[73],"framework":[74],"termed":[75],"Emotional":[77],"Style":[79],"Transfer":[80,135,142],"Network":[81],"(E$^{2}$STN),":[82],"which":[83],"aims":[84],"to":[85,182],"effectively":[86],"capture":[87],"emotional":[89],"content":[90],"information":[91],"from":[92,100],"style":[98,139],"features":[99],"domain,":[103],"facilitating":[104],"reconstruction":[106],"of":[107,130,174],"stylized":[108,113],"representations.":[111],"These":[112],"representations":[115],"significantly":[116],"enhance":[117],"discriminative":[119,155],"prediction":[120],"recognition.":[126,170,188],"Specifically,":[127],"E$^{2}$STN":[128,161],"consists":[129],"three":[131],"modules:":[133],"Module":[136,144,152],"transfer,":[140],"Evaluation":[143],"evaluating":[146],"transfer":[147],"quality,":[148],"Discriminative":[151],"making":[154],"predictions.":[156],"Extensive":[157],"experiments":[158],"demonstrate":[159],"that":[160],"achieves":[162],"state-of-the-art":[164],"best":[173],"our":[175],"knowledge,":[176],"is":[178],"first":[180],"work":[181],"explicitly":[183],"address":[184],"experimental":[190],"results":[191],"provide":[192],"valuable":[194],"benchmark":[195],"future":[197],"research":[198],"area.":[201]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":4}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}
