{"id":"https://openalex.org/W4401211053","doi":"https://doi.org/10.1109/thms.2024.3430327","title":"Emotion Recognition of Playing Musicians From EEG, ECG, and Acoustic Signals","display_name":"Emotion Recognition of Playing Musicians From EEG, ECG, and Acoustic Signals","publication_year":2024,"publication_date":"2024-08-01","ids":{"openalex":"https://openalex.org/W4401211053","doi":"https://doi.org/10.1109/thms.2024.3430327"},"language":"en","primary_location":{"id":"doi:10.1109/thms.2024.3430327","is_oa":true,"landing_page_url":"https://doi.org/10.1109/thms.2024.3430327","pdf_url":null,"source":{"id":"https://openalex.org/S2476799526","display_name":"IEEE Transactions on Human-Machine Systems","issn_l":"2168-2291","issn":["2168-2291","2168-2305"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Human-Machine Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1109/thms.2024.3430327","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5016907742","display_name":"Luca Turchet","orcid":"https://orcid.org/0000-0003-0711-8098"},"institutions":[{"id":"https://openalex.org/I193223587","display_name":"University of Trento","ror":"https://ror.org/05trd4x28","country_code":"IT","type":"education","lineage":["https://openalex.org/I193223587"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Luca Turchet","raw_affiliation_strings":["Department of Information Engineering and Computer Science, University of Trento, Trento, Italy"],"raw_orcid":"https://orcid.org/0000-0003-0711-8098","affiliations":[{"raw_affiliation_string":"Department of Information Engineering and Computer Science, University of Trento, Trento, Italy","institution_ids":["https://openalex.org/I193223587"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Barry O'Sullivan","orcid":"https://orcid.org/0009-0005-9073-5784"},"institutions":[{"id":"https://openalex.org/I193223587","display_name":"University of Trento","ror":"https://ror.org/05trd4x28","country_code":"IT","type":"education","lineage":["https://openalex.org/I193223587"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Barry O'Sullivan","raw_affiliation_strings":["Department of Information Engineering and Computer Science, University of Trento, Trento, Italy"],"raw_orcid":"https://orcid.org/0009-0005-9073-5784","affiliations":[{"raw_affiliation_string":"Department of Information Engineering and Computer Science, University of Trento, Trento, Italy","institution_ids":["https://openalex.org/I193223587"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030874974","display_name":"Rupert Ortner","orcid":"https://orcid.org/0000-0003-4887-2564"},"institutions":[{"id":"https://openalex.org/I4210125207","display_name":"Guger Technologies (Austria)","ror":"https://ror.org/040823y46","country_code":"AT","type":"company","lineage":["https://openalex.org/I4210125207"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Rupert Ortner","raw_affiliation_strings":["G.TEC Medical Engineering GmbH, Schiedlberg, Austria"],"raw_orcid":"https://orcid.org/0000-0003-4887-2564","affiliations":[{"raw_affiliation_string":"G.TEC Medical Engineering GmbH, Schiedlberg, Austria","institution_ids":["https://openalex.org/I4210125207"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007078334","display_name":"Christoph Guger","orcid":"https://orcid.org/0000-0001-6468-8500"},"institutions":[{"id":"https://openalex.org/I4210125207","display_name":"Guger Technologies (Austria)","ror":"https://ror.org/040823y46","country_code":"AT","type":"company","lineage":["https://openalex.org/I4210125207"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Christoph Guger","raw_affiliation_strings":["G.TEC Medical Engineering GmbH, Schiedlberg, Austria"],"raw_orcid":"https://orcid.org/0000-0001-6468-8500","affiliations":[{"raw_affiliation_string":"G.TEC Medical Engineering GmbH, Schiedlberg, Austria","institution_ids":["https://openalex.org/I4210125207"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":7.2626,"has_fulltext":true,"cited_by_count":24,"citation_normalized_percentile":{"value":0.97877929,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"54","issue":"5","first_page":"619","last_page":"629"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9987999796867371,"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":0.9987999796867371,"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/T10788","display_name":"Neuroscience and Music Perception","score":0.9517999887466431,"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/T12419","display_name":"Phonocardiography and Auscultation Techniques","score":0.9506000280380249,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.8186566829681396},{"id":"https://openalex.org/keywords/sadness","display_name":"Sadness","score":0.8070175647735596},{"id":"https://openalex.org/keywords/anger","display_name":"Anger","score":0.7105541229248047},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.6682295799255371},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5657674074172974},{"id":"https://openalex.org/keywords/happiness","display_name":"Happiness","score":0.48799577355384827},{"id":"https://openalex.org/keywords/emotion-recognition","display_name":"Emotion recognition","score":0.4491840600967407},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.44095373153686523},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4404739737510681},{"id":"https://openalex.org/keywords/emotion-classification","display_name":"Emotion classification","score":0.4356876611709595},{"id":"https://openalex.org/keywords/brain\u2013computer-interface","display_name":"Brain\u2013computer interface","score":0.4285687506198883},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4007798433303833},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.37062108516693115},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.07143846154212952}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.8186566829681396},{"id":"https://openalex.org/C2779812673","wikidata":"https://www.wikidata.org/wiki/Q169251","display_name":"Sadness","level":3,"score":0.8070175647735596},{"id":"https://openalex.org/C2779302386","wikidata":"https://www.wikidata.org/wiki/Q79871","display_name":"Anger","level":2,"score":0.7105541229248047},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.6682295799255371},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5657674074172974},{"id":"https://openalex.org/C2778999518","wikidata":"https://www.wikidata.org/wiki/Q8","display_name":"Happiness","level":2,"score":0.48799577355384827},{"id":"https://openalex.org/C2777438025","wikidata":"https://www.wikidata.org/wiki/Q1339090","display_name":"Emotion recognition","level":2,"score":0.4491840600967407},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.44095373153686523},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4404739737510681},{"id":"https://openalex.org/C206310091","wikidata":"https://www.wikidata.org/wiki/Q750859","display_name":"Emotion classification","level":2,"score":0.4356876611709595},{"id":"https://openalex.org/C173201364","wikidata":"https://www.wikidata.org/wiki/Q897410","display_name":"Brain\u2013computer interface","level":3,"score":0.4285687506198883},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4007798433303833},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.37062108516693115},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.07143846154212952},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/thms.2024.3430327","is_oa":true,"landing_page_url":"https://doi.org/10.1109/thms.2024.3430327","pdf_url":null,"source":{"id":"https://openalex.org/S2476799526","display_name":"IEEE Transactions on Human-Machine Systems","issn_l":"2168-2291","issn":["2168-2291","2168-2305"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Human-Machine Systems","raw_type":"journal-article"},{"id":"pmh:oai:iris.unitn.it:11572/437572","is_oa":true,"landing_page_url":"https://hdl.handle.net/11572/437572","pdf_url":"https://iris.unitn.it/bitstream/11572/437572/1/Emotion_Recognition_of_Playing_Musicians_From_EEG_ECG_and_Acoustic_Signals.pdf","source":{"id":"https://openalex.org/S4306401913","display_name":"Institutional Research Information System (Universit\u00e0 degli Studi di Trento)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I193223587","host_organization_name":"University of Trento","host_organization_lineage":["https://openalex.org/I193223587"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1109/thms.2024.3430327","is_oa":true,"landing_page_url":"https://doi.org/10.1109/thms.2024.3430327","pdf_url":null,"source":{"id":"https://openalex.org/S2476799526","display_name":"IEEE Transactions on Human-Machine Systems","issn_l":"2168-2291","issn":["2168-2291","2168-2305"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Human-Machine Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322275","display_name":"Universit\u00e0 degli Studi di Trento","ror":"https://ror.org/05trd4x28"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":62,"referenced_works":["https://openalex.org/W148259815","https://openalex.org/W1494186755","https://openalex.org/W1528099392","https://openalex.org/W1970727126","https://openalex.org/W1998835513","https://openalex.org/W2025394130","https://openalex.org/W2033823490","https://openalex.org/W2047583882","https://openalex.org/W2073749171","https://openalex.org/W2075227139","https://openalex.org/W2078221232","https://openalex.org/W2095491050","https://openalex.org/W2128141618","https://openalex.org/W2128495200","https://openalex.org/W2132889650","https://openalex.org/W2134602648","https://openalex.org/W2136129419","https://openalex.org/W2137637927","https://openalex.org/W2138110513","https://openalex.org/W2149628368","https://openalex.org/W2149707739","https://openalex.org/W2157201194","https://openalex.org/W2164368909","https://openalex.org/W2166345358","https://openalex.org/W2167557160","https://openalex.org/W2171848217","https://openalex.org/W2194601815","https://openalex.org/W2232648663","https://openalex.org/W2566605824","https://openalex.org/W2592535880","https://openalex.org/W2739665188","https://openalex.org/W2744129140","https://openalex.org/W2778978785","https://openalex.org/W2793206122","https://openalex.org/W2795014578","https://openalex.org/W2842014277","https://openalex.org/W2892844477","https://openalex.org/W2915016291","https://openalex.org/W2964346239","https://openalex.org/W2995704937","https://openalex.org/W3007160995","https://openalex.org/W3012451118","https://openalex.org/W3015310419","https://openalex.org/W3020002066","https://openalex.org/W3021442095","https://openalex.org/W3094144570","https://openalex.org/W3120110115","https://openalex.org/W3155916778","https://openalex.org/W3209211564","https://openalex.org/W3213244760","https://openalex.org/W4205209401","https://openalex.org/W4220866631","https://openalex.org/W4242687562","https://openalex.org/W4283017965","https://openalex.org/W4288370357","https://openalex.org/W4315864977","https://openalex.org/W4388328369","https://openalex.org/W6606110899","https://openalex.org/W6611926994","https://openalex.org/W6704344484","https://openalex.org/W6756746141","https://openalex.org/W6765362075"],"related_works":["https://openalex.org/W4365519294","https://openalex.org/W3031187173","https://openalex.org/W3135436127","https://openalex.org/W2805647211","https://openalex.org/W2100930849","https://openalex.org/W2557139663","https://openalex.org/W2073249509","https://openalex.org/W2481378124","https://openalex.org/W1980267738","https://openalex.org/W3179181153"],"abstract_inverted_index":{"This":[0],"article":[1],"investigated":[2],"the":[3,43,59,79,179,189],"automatic":[4],"recognition":[5],"of":[6,86,111,145,181,186,191],"felt":[7,149],"and":[8,17,37,81,150],"musically":[9,46,151],"communicated":[10],"emotions":[11,44,190],"using":[12,67,74,94,105,163],"electroencephalogram":[13],"(EEG),":[14],"electrocardiogram":[15],"(ECG),":[16],"acoustic":[18,112,168],"signals,":[19],"which":[20],"were":[21,48,71],"recorded":[22],"from":[23,77],"eleven":[24],"musicians":[25],"instructed":[26],"to":[27,32,126],"perform":[28],"music":[29],"in":[30,63,116,158,195],"order":[31],"communicate":[33],"happiness,":[34],"sadness,":[35],"relaxation,":[36],"anger.":[38],"Musicians'":[39],"self-reports":[40],"indicated":[41],"that":[42,58,142],"they":[45,53],"expressed":[47],"highly":[49],"consistent":[50],"with":[51,118,132],"those":[52,130],"actually":[54],"felt.":[55],"Results":[56],"showed":[57],"best":[60],"classification":[61,66],"performances,":[62],"a":[64,68,159,176,192],"subject-dependent":[65],"KNN":[69],"classifier":[70],"achieved":[72,131],"by":[73],"features":[75,96,107,113,122,165],"derived":[76],"both":[78,148],"EEG":[80,106,119,133,137],"ECG":[82,95,121,135],"(with":[83],"an":[84],"accuracy":[85],"98.11%).":[87],"Which":[88],"was":[89,99],"significantly":[90,101],"more":[91,102,160],"accurate":[92,103],"than":[93,104,129,166],"alone,":[97],"but":[98],"not":[100,124],"alone.":[108,138],"The":[109,170],"use":[110],"alone":[114],"or":[115,136],"combination":[117],"and/or":[120],"did":[123],"lead":[125],"better":[127],"performances":[128],"plus":[134],"Our":[139],"results":[140,174],"suggest":[141],"emotion":[143],"detection":[144],"playing":[146,193],"musicians,":[147],"communicated,":[152],"when":[153],"coherent,":[154],"can":[155],"be":[156],"classified":[157],"reliable":[161],"way":[162],"physiological":[164],"involving":[167],"features.":[169],"reported":[171],"machine":[172],"learning":[173],"are":[175],"step":[177],"toward":[178],"development":[180],"affective":[182],"brain\u2013computer":[183],"interfaces":[184],"capable":[185],"automatically":[187],"inferring":[188],"musician":[194],"real-time.":[196]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
