{"id":"https://openalex.org/W2899077601","doi":"https://doi.org/10.1109/embc.2018.8512407","title":"Emotion Recognition from EEG and Facial Expressions: a Multimodal Approach","display_name":"Emotion Recognition from EEG and Facial Expressions: a Multimodal Approach","publication_year":2018,"publication_date":"2018-07-01","ids":{"openalex":"https://openalex.org/W2899077601","doi":"https://doi.org/10.1109/embc.2018.8512407","mag":"2899077601","pmid":"https://pubmed.ncbi.nlm.nih.gov/30440451"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2018.8512407","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2018.8512407","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 40th Annual International Conference of the IEEE Engineering in Medicine and 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/A5031930772","display_name":"Valentina Chaparro","orcid":null},"institutions":[{"id":"https://openalex.org/I862322245","display_name":"Universidad EAFIT","ror":"https://ror.org/03y3y9v44","country_code":"CO","type":"education","lineage":["https://openalex.org/I862322245"]}],"countries":["CO"],"is_corresponding":true,"raw_author_name":"Valentina Chaparro","raw_affiliation_strings":["Universidad EAFIT, Medellin, CO"],"affiliations":[{"raw_affiliation_string":"Universidad EAFIT, Medellin, CO","institution_ids":["https://openalex.org/I862322245"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073819718","display_name":"Alejandro G\u00f3mez","orcid":"https://orcid.org/0000-0002-1221-6883"},"institutions":[{"id":"https://openalex.org/I862322245","display_name":"Universidad EAFIT","ror":"https://ror.org/03y3y9v44","country_code":"CO","type":"education","lineage":["https://openalex.org/I862322245"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Alejandro Gomez","raw_affiliation_strings":["Universidad EAFIT, Medellin, CO"],"affiliations":[{"raw_affiliation_string":"Universidad EAFIT, Medellin, CO","institution_ids":["https://openalex.org/I862322245"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113817285","display_name":"Alejandro Salgado","orcid":null},"institutions":[{"id":"https://openalex.org/I862322245","display_name":"Universidad EAFIT","ror":"https://ror.org/03y3y9v44","country_code":"CO","type":"education","lineage":["https://openalex.org/I862322245"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Alejandro Salgado","raw_affiliation_strings":["Universidad EAFIT, Medellin, CO"],"affiliations":[{"raw_affiliation_string":"Universidad EAFIT, Medellin, CO","institution_ids":["https://openalex.org/I862322245"]}]},{"author_position":"middle","author":{"id":null,"display_name":"O. Lucia Quintero","orcid":null},"institutions":[{"id":"https://openalex.org/I862322245","display_name":"Universidad EAFIT","ror":"https://ror.org/03y3y9v44","country_code":"CO","type":"education","lineage":["https://openalex.org/I862322245"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"O. Lucia Quintero","raw_affiliation_strings":["Universidad EAFIT, Medellin, CO"],"affiliations":[{"raw_affiliation_string":"Universidad EAFIT, Medellin, CO","institution_ids":["https://openalex.org/I862322245"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001967174","display_name":"Natalia M. L\u00f3pez","orcid":"https://orcid.org/0000-0001-7182-6617"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Natalia Lopez","raw_affiliation_strings":["Universidad Nacional de San Juan, San Juan, AR"],"affiliations":[{"raw_affiliation_string":"Universidad Nacional de San Juan, San Juan, AR","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005736732","display_name":"Luisa F. Villa","orcid":"https://orcid.org/0000-0003-2014-7643"},"institutions":[{"id":"https://openalex.org/I4210133585","display_name":"Universidad de Medell\u00edn","ror":"https://ror.org/030kw0b65","country_code":"CO","type":"education","lineage":["https://openalex.org/I4210133585"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Luisa F. Villa","raw_affiliation_strings":["Universidad de Medellin, Medellin, CO"],"affiliations":[{"raw_affiliation_string":"Universidad de Medellin, Medellin, CO","institution_ids":["https://openalex.org/I4210133585"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5031930772"],"corresponding_institution_ids":["https://openalex.org/I862322245"],"apc_list":null,"apc_paid":null,"fwci":1.9719,"has_fulltext":false,"cited_by_count":24,"citation_normalized_percentile":{"value":0.86924896,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"2018","issue":null,"first_page":"530","last_page":"533"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9990000128746033,"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":0.9879999756813049,"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":0.7569786310195923},{"id":"https://openalex.org/keywords/facial-expression","display_name":"Facial expression","score":0.7350330352783203},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6911857724189758},{"id":"https://openalex.org/keywords/emotion-recognition","display_name":"Emotion recognition","score":0.6535686254501343},{"id":"https://openalex.org/keywords/affective-computing","display_name":"Affective computing","score":0.5911860466003418},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.544971227645874},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5244734287261963},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.5038818717002869},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4940186142921448},{"id":"https://openalex.org/keywords/emotion-classification","display_name":"Emotion classification","score":0.49307748675346375},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.43688642978668213},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.41952067613601685},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35037124156951904},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.15527239441871643}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.7569786310195923},{"id":"https://openalex.org/C195704467","wikidata":"https://www.wikidata.org/wiki/Q327968","display_name":"Facial expression","level":2,"score":0.7350330352783203},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6911857724189758},{"id":"https://openalex.org/C2777438025","wikidata":"https://www.wikidata.org/wiki/Q1339090","display_name":"Emotion recognition","level":2,"score":0.6535686254501343},{"id":"https://openalex.org/C6438553","wikidata":"https://www.wikidata.org/wiki/Q1185804","display_name":"Affective computing","level":2,"score":0.5911860466003418},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.544971227645874},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5244734287261963},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.5038818717002869},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4940186142921448},{"id":"https://openalex.org/C206310091","wikidata":"https://www.wikidata.org/wiki/Q750859","display_name":"Emotion classification","level":2,"score":0.49307748675346375},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.43688642978668213},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.41952067613601685},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35037124156951904},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.15527239441871643},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004644","descriptor_name":"Emotions","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004644","descriptor_name":"Emotions","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004644","descriptor_name":"Emotions","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005149","descriptor_name":"Facial Expression","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005149","descriptor_name":"Facial Expression","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005149","descriptor_name":"Facial Expression","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":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1109/embc.2018.8512407","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2018.8512407","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:30440451","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/30440451","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},{"id":"pmh:oai:repository.eafit.edu.co:10784/27905","is_oa":false,"landing_page_url":"http://hdl.handle.net/10784/27905","pdf_url":null,"source":{"id":"https://openalex.org/S4306400073","display_name":"El Repositorio Institucional de la Universidad EAFIT (Universidad EAFIT)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I862322245","host_organization_name":"Universidad EAFIT","host_organization_lineage":["https://openalex.org/I862322245"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Engineering in Medicine and Biology Society Conference Proceedings","raw_type":"info:eu-repo/semantics/conferencePaper"},{"id":"pmh:oai:repository.udem.edu.co:11407/6135","is_oa":false,"landing_page_url":"http://hdl.handle.net/11407/6135","pdf_url":null,"source":{"id":"https://openalex.org/S4306401334","display_name":"University of Medell\u00edn Journals (University of Medell\u00edn)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45279040","host_organization_name":"National University of Colombia at Medell\u00edn","host_organization_lineage":["https://openalex.org/I45279040"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS","raw_type":"info:eu-repo/semantics/other"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320309955","display_name":"Departamento Administrativo de Ciencia, Tecnolog\u00eda e Innovaci\u00f3n (COLCIENCIAS)","ror":"https://ror.org/048jthh02"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W1815942593","https://openalex.org/W1871419576","https://openalex.org/W1963753144","https://openalex.org/W2054099520","https://openalex.org/W2056433817","https://openalex.org/W2064830290","https://openalex.org/W2101234009","https://openalex.org/W2102998034","https://openalex.org/W2103943262","https://openalex.org/W2115289180","https://openalex.org/W2122098299","https://openalex.org/W2143350951","https://openalex.org/W2154290876","https://openalex.org/W2155523271","https://openalex.org/W2333427390","https://openalex.org/W2346948343","https://openalex.org/W2396728763","https://openalex.org/W2559085405","https://openalex.org/W2604150288","https://openalex.org/W2755014019","https://openalex.org/W2786985808","https://openalex.org/W2963488642","https://openalex.org/W2964304707","https://openalex.org/W4213010815","https://openalex.org/W6675354045","https://openalex.org/W6885189545"],"related_works":["https://openalex.org/W2945121592","https://openalex.org/W3080495370","https://openalex.org/W2584926856","https://openalex.org/W2075935902","https://openalex.org/W3000867607","https://openalex.org/W2014713986","https://openalex.org/W4380370144","https://openalex.org/W4310579990","https://openalex.org/W4403674916","https://openalex.org/W2787157782"],"abstract_inverted_index":{"The":[0,68,104,157],"understanding":[1],"of":[2,10,99,111,155,188],"a":[3,20,25,29,65,77,92,108,123,128,153],"psychological":[4],"phenomena":[5],"such":[6],"as":[7],"emotion":[8,46,94],"is":[9,57,64,74],"paramount":[11],"importance":[12],"for":[13,28,45],"psychologists,":[14],"since":[15],"it":[16],"allows":[17],"to":[18,23,75,79,91,147,170],"recognize":[19],"pathology":[21],"and":[22,36,53,101,114,117,127],"prescribe":[24],"due":[26],"treatment":[27],"patient.":[30],"While":[31],"approaching":[32],"this":[33,72,83,163],"problem,":[34],"mathematicians":[35],"computational":[37],"science":[38],"engineers":[39],"have":[40],"proposed":[41],"different":[42],"unimodal":[43,167],"techniques":[44,168],"recognition":[47,95],"from":[48,149],"voice,":[49],"electroencephalography,":[50],"facial":[51,102,115],"expression,":[52],"physiological":[54],"data.":[55],"It":[56],"also":[58],"well":[59],"known":[60],"that":[61,178],"identifying":[62],"emotions":[63],"multimodal":[66,93,140],"process.":[67],"main":[69],"goal":[70],"in":[71,162],"work":[73,164],"train":[76],"computer":[78],"do":[80],"so.":[81],"In":[82],"paper":[84],"we":[85,175],"will":[86],"present":[87],"our":[88,166,179],"first":[89],"approach":[90,160,183],"via":[96],"data":[97],"fusion":[98,110,159],"Electroencephalography":[100,113],"expressions.":[103],"selected":[105],"strategy":[106],"was":[107,135],"feature-level":[109,158],"both":[112],"microexpressions,":[116],"the":[118,138,185],"classification":[119],"schemes":[120],"used":[121,161],"were":[122],"neural":[124],"network":[125],"model":[126],"random":[129],"forest":[130],"classifier.":[131],"Experimental":[132],"set":[133],"up":[134,169],"out":[136],"with":[137,152],"balanced":[139],"database":[141],"MAHNOB-HCI.":[142],"Results":[143],"are":[144],"promising":[145],"compared":[146],"results":[148,187],"other":[150],"authors":[151],"97%":[154],"accuracy.":[156,189],"improves":[165,184],"12%":[171],"per":[172],"emotion.":[173],"Therefore,":[174],"may":[176],"conclude":[177],"simple":[180],"but":[181],"effective":[182],"overall":[186]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":2}],"updated_date":"2026-04-16T08:26:57.006410","created_date":"2025-10-10T00:00:00"}
