An approach to emotion recognition in single-channel EEG signals: a mother child interaction
| Contribuinte(s) |
Universidad EAFIT. Escuela de Ciencias. Grupo de Investigación Modelado Matemático agomez13@eafit.edu.co oquinte1@eafit.edu.co Mathematical Modeling Research Group, GRIMMAT, School of Sciences, Universidad EAFIT, Medellín, Colombia Medical Technology Laboratory, Faculty of Engineering, Universidad Nacional de San Juan, Argentina Psychology, Education and Culture Research Group Faculty of Social Science Politécnico Grancolombiano University Institution, Argentina |
|---|---|
| Data(s) |
2016
11/05/2016
2016
11/05/2016
|
| Resumo |
In 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 20th Argentinean Bioengineering Society Congress, SABI 2015 (XX Congreso Argentino de Bioingeniería y IX Jornadas de Ingeniería Clínica)28–30 October 2015, San Nicolás de los Arroyos, Argentina |
| Formato |
application/pdf |
| Identificador |
1742-6596 http://dx.doi.org/10.1088/1742-6596/705/1/012051 http://hdl.handle.net/10784/8372 10.1088/1742-6596/705/1/012051 |
| Idioma(s) |
eng |
| Publicador |
IOP Publishing |
| Relação |
Journal of Physics: Conference Series; Vol. 705, Núm. 1 (2016); pp.8 http://dx.doi.org/10.1088/1742-6596/705/1/012051 |
| Direitos |
info:eu-repo/semantics/openAccess openAccess Libre acceso Creative Commons Attribution 3.0 licence (CC BY 3.0) |
| Fonte |
Journal of Physics: Conference Series; Vol. 705, Núm. 1 (2016); pp.8 |
| Palavras-Chave | #Sistemas dinámicos #Atractores (Matemáticas) #ELECTROENCEFALOGRAFÍA #REDES NEURALES (COMPUTADORES) #EMOCIONES #PROCESOS DE BIFURCACIÓN #PROCESOS ESTOCÁSTICOS #COMUNICACIÓN NO VERBAL #EXPRESIÓN #PROCESAMIENTO DE SEÑALES #MADRE E HIJO #SISTEMAS DE RECONOCIMIENTO #Electroencephalography #Neural networks (Computer science) #Emotions #Branching processes #Stochastic processes #Nonverbal communication #Expression #Signal processing #Mother and child #Recognition systems |
| Tipo |
info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion article Artículo |
