{"id":"https://openalex.org/W4385702688","doi":"https://doi.org/10.1007/s12559-023-10171-2","title":"A Fuzzy Ensemble-Based Deep learning Model for EEG-Based Emotion Recognition","display_name":"A Fuzzy Ensemble-Based Deep learning Model for EEG-Based Emotion Recognition","publication_year":2023,"publication_date":"2023-08-09","ids":{"openalex":"https://openalex.org/W4385702688","doi":"https://doi.org/10.1007/s12559-023-10171-2"},"language":"en","primary_location":{"id":"doi:10.1007/s12559-023-10171-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12559-023-10171-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12559-023-10171-2.pdf","source":{"id":"https://openalex.org/S133078663","display_name":"Cognitive Computation","issn_l":"1866-9956","issn":["1866-9956","1866-9964"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cognitive Computation","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s12559-023-10171-2.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5022247786","display_name":"Trishita Dhara","orcid":"https://orcid.org/0000-0002-9325-9286"},"institutions":[{"id":"https://openalex.org/I170979836","display_name":"Jadavpur University","ror":"https://ror.org/02af4h012","country_code":"IN","type":"education","lineage":["https://openalex.org/I170979836"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Trishita Dhara","raw_affiliation_strings":["Department of Information Technology, Jadavpur University, Jadavpur University Second Campus, Plot No. 8, Salt Lake Bypass, LB Block, Sector III, Salt Lake City, Kolkata-700106, West Bengal, India"],"raw_orcid":"https://orcid.org/0000-0002-9325-9286","affiliations":[{"raw_affiliation_string":"Department of Information Technology, Jadavpur University, Jadavpur University Second Campus, Plot No. 8, Salt Lake Bypass, LB Block, Sector III, Salt Lake City, Kolkata-700106, West Bengal, India","institution_ids":["https://openalex.org/I170979836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055227045","display_name":"Pawan Kumar Singh","orcid":"https://orcid.org/0000-0002-9598-7981"},"institutions":[{"id":"https://openalex.org/I170979836","display_name":"Jadavpur University","ror":"https://ror.org/02af4h012","country_code":"IN","type":"education","lineage":["https://openalex.org/I170979836"]},{"id":"https://openalex.org/I52590639","display_name":"Nottingham Trent University","ror":"https://ror.org/04xyxjd90","country_code":"GB","type":"education","lineage":["https://openalex.org/I52590639"]}],"countries":["GB","IN"],"is_corresponding":false,"raw_author_name":"Pawan Kumar Singh","raw_affiliation_strings":["Department of Information Technology, Jadavpur University, Jadavpur University Second Campus, Plot No. 8, Salt Lake Bypass, LB Block, Sector III, Salt Lake City, Kolkata-700106, West Bengal, India","School of Science and Technology, Nottingham Trent University, Clifton, Nottingham, NG11 8NS, UK"],"raw_orcid":"https://orcid.org/0000-0002-9598-7981","affiliations":[{"raw_affiliation_string":"Department of Information Technology, Jadavpur University, Jadavpur University Second Campus, Plot No. 8, Salt Lake Bypass, LB Block, Sector III, Salt Lake City, Kolkata-700106, West Bengal, India","institution_ids":["https://openalex.org/I170979836"]},{"raw_affiliation_string":"School of Science and Technology, Nottingham Trent University, Clifton, Nottingham, NG11 8NS, UK","institution_ids":["https://openalex.org/I52590639"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027525633","display_name":"Mufti Mahmud","orcid":"https://orcid.org/0000-0002-2037-8348"},"institutions":[{"id":"https://openalex.org/I52590639","display_name":"Nottingham Trent University","ror":"https://ror.org/04xyxjd90","country_code":"GB","type":"education","lineage":["https://openalex.org/I52590639"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Mufti Mahmud","raw_affiliation_strings":["Computing and Informatics Research Centre, Nottingham Trent University, Nottingham, NG11 8 NS, UK","Department of Computer Science, Nottingham Trent University, Clifton, Nottingham, NG11 8NS, UK","Medical Technologies Innovation Facility, Nottingham Trent University, Nottingham, NG11 8 NS, UK"],"raw_orcid":"https://orcid.org/0000-0002-2037-8348","affiliations":[{"raw_affiliation_string":"Computing and Informatics Research Centre, Nottingham Trent University, Nottingham, NG11 8 NS, UK","institution_ids":["https://openalex.org/I52590639"]},{"raw_affiliation_string":"Department of Computer Science, Nottingham Trent University, Clifton, Nottingham, NG11 8NS, UK","institution_ids":["https://openalex.org/I52590639"]},{"raw_affiliation_string":"Medical Technologies Innovation Facility, Nottingham Trent University, Nottingham, NG11 8 NS, UK","institution_ids":["https://openalex.org/I52590639"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5027525633"],"corresponding_institution_ids":["https://openalex.org/I52590639"],"apc_list":{"value":2190,"currency":"EUR","value_usd":2790},"apc_paid":{"value":2190,"currency":"EUR","value_usd":2790},"fwci":11.0014,"has_fulltext":true,"cited_by_count":66,"citation_normalized_percentile":{"value":0.9913179,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"16","issue":"3","first_page":"1364","last_page":"1378"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9998000264167786,"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/T11447","display_name":"Blind Source Separation Techniques","score":0.9894999861717224,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.761775016784668},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7075307965278625},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5589486956596375},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.5399726629257202},{"id":"https://openalex.org/keywords/valence","display_name":"Valence (chemistry)","score":0.5281457901000977},{"id":"https://openalex.org/keywords/arousal","display_name":"Arousal","score":0.5203185081481934},{"id":"https://openalex.org/keywords/emotion-recognition","display_name":"Emotion recognition","score":0.44537240266799927},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4311930537223816},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4143924117088318},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3518720269203186},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.0812089741230011}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.761775016784668},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7075307965278625},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5589486956596375},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.5399726629257202},{"id":"https://openalex.org/C168900304","wikidata":"https://www.wikidata.org/wiki/Q171407","display_name":"Valence (chemistry)","level":2,"score":0.5281457901000977},{"id":"https://openalex.org/C36951298","wikidata":"https://www.wikidata.org/wiki/Q379784","display_name":"Arousal","level":2,"score":0.5203185081481934},{"id":"https://openalex.org/C2777438025","wikidata":"https://www.wikidata.org/wiki/Q1339090","display_name":"Emotion recognition","level":2,"score":0.44537240266799927},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4311930537223816},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4143924117088318},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3518720269203186},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0812089741230011},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s12559-023-10171-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12559-023-10171-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12559-023-10171-2.pdf","source":{"id":"https://openalex.org/S133078663","display_name":"Cognitive Computation","issn_l":"1866-9956","issn":["1866-9956","1866-9964"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cognitive Computation","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s12559-023-10171-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12559-023-10171-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12559-023-10171-2.pdf","source":{"id":"https://openalex.org/S133078663","display_name":"Cognitive Computation","issn_l":"1866-9956","issn":["1866-9956","1866-9964"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cognitive Computation","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.6700000166893005}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4385702688.pdf"},"referenced_works_count":48,"referenced_works":["https://openalex.org/W1947251450","https://openalex.org/W2002055708","https://openalex.org/W2013893809","https://openalex.org/W2034550669","https://openalex.org/W2053906014","https://openalex.org/W2064770205","https://openalex.org/W2066702759","https://openalex.org/W2310038796","https://openalex.org/W2464929676","https://openalex.org/W2520956626","https://openalex.org/W2599124244","https://openalex.org/W2622556140","https://openalex.org/W2625929003","https://openalex.org/W2765856398","https://openalex.org/W2768956845","https://openalex.org/W2783844319","https://openalex.org/W2786736747","https://openalex.org/W2889782437","https://openalex.org/W2905451100","https://openalex.org/W2918624131","https://openalex.org/W2937413969","https://openalex.org/W2945616044","https://openalex.org/W2953214845","https://openalex.org/W2970693868","https://openalex.org/W3012311943","https://openalex.org/W3012382197","https://openalex.org/W3017661608","https://openalex.org/W3023418319","https://openalex.org/W3064085176","https://openalex.org/W3083218890","https://openalex.org/W3090898550","https://openalex.org/W3090943753","https://openalex.org/W3091860120","https://openalex.org/W3092371500","https://openalex.org/W3100724425","https://openalex.org/W3100854787","https://openalex.org/W3126390605","https://openalex.org/W3128566578","https://openalex.org/W3131363877","https://openalex.org/W3180756314","https://openalex.org/W3204314479","https://openalex.org/W4200176337","https://openalex.org/W4206322677","https://openalex.org/W4224312322","https://openalex.org/W4289171903","https://openalex.org/W4311133761","https://openalex.org/W4320000551","https://openalex.org/W4367011775"],"related_works":["https://openalex.org/W2029072726","https://openalex.org/W91913183","https://openalex.org/W2936882366","https://openalex.org/W1987182177","https://openalex.org/W2736893848","https://openalex.org/W1544055438","https://openalex.org/W3003450285","https://openalex.org/W2085024878","https://openalex.org/W2087245461","https://openalex.org/W4361008003"],"abstract_inverted_index":{"Abstract":[0],"Emotion":[1],"recognition":[2,183],"from":[3,26,46,184],"EEG":[4,185],"signals":[5,28],"is":[6,177],"a":[7,37,60,178],"major":[8,16],"field":[9],"of":[10,125,140],"research":[11],"in":[12,19,165],"cognitive":[13],"computing.":[14],"The":[15,69,100,136,151],"challenges":[17],"involved":[18],"the":[20,27,66,90,97,108,112,116,130,145],"task":[21],"are":[22],"extracting":[23],"meaningful":[24],"features":[25],"and":[29,57,79,86,92,127,132,142,147,161,164,168],"building":[30],"an":[31],"accurate":[32],"model.":[33],"This":[34],"paper":[35],"proposes":[36],"fuzzy":[38,61],"ensemble-based":[39],"deep":[40,51],"learning":[41,52],"approach":[42,63],"to":[43],"classify":[44],"emotions":[45],"EEG-based":[47],"models.":[48],"Three":[49],"individual":[50],"models":[53],"have":[54],"been":[55,72],"trained":[56],"combined":[58],"using":[59,65],"rank-based":[62],"implemented":[64],"Gompertz":[67],"function.":[68],"model":[70,82,101,120,137,153,180],"has":[71,83,121,154],"tested":[73],"on":[74,89,107,129,158],"two":[75],"benchmark":[76],"datasets:":[77],"DEAP":[78,98,109,160],"AMIGOS.":[80],"Our":[81],"achieved":[84,103,122,138],"90.84%":[85],"91.65%":[87],"accuracies":[88,124,139],"valence":[91,131],"arousal":[93,133],"dimensions,":[94,134],"respectively,":[95],"for":[96,111,144,181],"dataset.":[99],"also":[102],"accuracy":[104],"above":[105],"95%":[106],"dataset":[110],"subject-dependent":[113,148,167],"approach.":[114],"On":[115],"AMIGOS":[117,162],"dataset,":[118],"our":[119],"state-of-the-art":[123],"98.73%":[126],"98.39%":[128],"respectively.":[135,150],"99.38%":[141],"98.66%":[143],"subject-independent":[146,169],"cases,":[149],"proposed":[152],"provided":[155],"satisfactory":[156],"results":[157],"both":[159,166],"datasets":[163],"setups.":[170],"Hence,":[171],"we":[172],"can":[173],"conclude":[174],"that":[175],"this":[176],"robust":[179],"emotion":[182],"signals.":[186]},"counts_by_year":[{"year":2026,"cited_by_count":14},{"year":2025,"cited_by_count":32},{"year":2024,"cited_by_count":20}],"updated_date":"2026-05-27T09:02:27.158192","created_date":"2025-10-10T00:00:00"}
