An approach to emotion recognition in single-channel EEG signals: A mother child interaction

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dc.contributor.authorGómez, A.
dc.contributor.authorQuintero, L.
dc.contributor.authorLópez, N.
dc.contributor.authorCastro, J.
dc.contributor.departmentUniversidad EAFIT. Departamento de Cienciasspa
dc.contributor.researchgroupModelado Matemáticospa
dc.creatorGómez, A.
dc.creatorQuintero, L.
dc.creatorLópez, N.
dc.creatorCastro, J.
dc.date.accessioned2021-04-12T14:11:48Z
dc.date.available2021-04-12T14:11:48Z
dc.date.issued2016-01-01
dc.description.abstractIn this work, we perform a first approach to emotion recognition from EEG single channel signals extracted in four (4) mother-child dyads experiment in developmental psychology. Single channel EEG signals are analyzed and processed using several window sizes by performing a statistical analysis over features in the time and frequency domains. Finally, a neural network obtained an average accuracy rate of 99% of classification in two emotional states such as happiness and sadness.eng
dc.identifierhttps://eafit.fundanetsuite.com/Publicaciones/ProdCientif/PublicacionFrw.aspx?id=5283
dc.identifier.doi10.1088/1742-6596/705/1/012051
dc.identifier.issn17426596
dc.identifier.otherSCOPUS;2-s2.0-84978153931
dc.identifier.urihttp://hdl.handle.net/10784/27895
dc.language.isoengeng
dc.publisherIOP PUBLISHING LTD
dc.relation.urihttps://www.scopus.com/inward/record.uri?eid=2-s2.0-84978153931&doi=10.1088%2f1742-6596%2f705%2f1%2f012051&partnerID=40&md5=82289e3ba6f4e8d4f60f0d4a6854b9f9
dc.rightshttps://v2.sherpa.ac.uk/id/publication/issn/1742-6596
dc.sourceJournal Of Physics: Conference Series
dc.subject.keywordBiomedical engineeringeng
dc.subject.keywordSpeech recognitioneng
dc.subject.keywordAccuracy rateeng
dc.subject.keywordDevelopmental psychologyeng
dc.subject.keywordEmotion recognitioneng
dc.subject.keywordEmotional stateeng
dc.subject.keywordSingle channel eegeng
dc.subject.keywordSingle-channel signalseng
dc.subject.keywordTime and frequency domainseng
dc.subject.keywordWindow Sizeeng
dc.subject.keywordBiomedical signal processingeng
dc.titleAn approach to emotion recognition in single-channel EEG signals: A mother child interactioneng
dc.typeinfo:eu-repo/semantics/conferencePapereng
dc.typeconferencePapereng
dc.typeinfo:eu-repo/semantics/publishedVersioneng
dc.typepublishedVersioneng
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