Training an agent on brainwaves: using brain signals as feedback for reinforcement learning

"This thesis replicates and proposes an alternative method to train reinforcement learning algorithms with ErrP signals, captured through EEG, and validate the effectiveness of its use in a prototype application."

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Detalles Bibliográficos
Autores principales: Moreno, Juan, Bartolomé, Francisco, Navas, Natalia, Vitali, José
Otros Autores: Ramele, Rodrigo
Formato: Proyecto final de Grado
Lenguaje:Español
Publicado: 2019
Materias:
INTERFAZ CEREBRO COMPUTADORA
PROCESAMIENTO DE SEÑALES DIGITALES
APRENDIZAJE POR REFUERZO
ELECTROENCEFALOGRAFIA
ALGORITMOS
Acceso en línea:http://ri.itba.edu.ar/handle/123456789/1785
Aporte de:
Repositorio Institucional Instituto Tecnológico de Buenos Aires (ITBA) de Instituto Tecnológico de Buenos Aires (ITBA)
id I32-R138-123456789-1785
record_format dspace
spelling I32-R138-123456789-17852022-12-07T14:31:15Z Training an agent on brainwaves: using brain signals as feedback for reinforcement learning Moreno, Juan Bartolomé, Francisco Navas, Natalia Vitali, José Ramele, Rodrigo INTERFAZ CEREBRO COMPUTADORA PROCESAMIENTO DE SEÑALES DIGITALES APRENDIZAJE POR REFUERZO ELECTROENCEFALOGRAFIA ALGORITMOS "This thesis replicates and proposes an alternative method to train reinforcement learning algorithms with ErrP signals, captured through EEG, and validate the effectiveness of its use in a prototype application." Proyecto final Ingeniería Informática (grado) - Instituto Tecnológico de Buenos Aires, Buenos Aires, 2019 2019-10-03T17:21:07Z 2019-10-03T17:21:07Z 2019 Proyecto final de Grado http://ri.itba.edu.ar/handle/123456789/1785 es application/pdf
institution Instituto Tecnológico de Buenos Aires (ITBA)
institution_str I-32
repository_str R-138
collection Repositorio Institucional Instituto Tecnológico de Buenos Aires (ITBA)
language Español
topic INTERFAZ CEREBRO COMPUTADORA
PROCESAMIENTO DE SEÑALES DIGITALES
APRENDIZAJE POR REFUERZO
ELECTROENCEFALOGRAFIA
ALGORITMOS
spellingShingle INTERFAZ CEREBRO COMPUTADORA
PROCESAMIENTO DE SEÑALES DIGITALES
APRENDIZAJE POR REFUERZO
ELECTROENCEFALOGRAFIA
ALGORITMOS
Moreno, Juan
Bartolomé, Francisco
Navas, Natalia
Vitali, José
Training an agent on brainwaves: using brain signals as feedback for reinforcement learning
topic_facet INTERFAZ CEREBRO COMPUTADORA
PROCESAMIENTO DE SEÑALES DIGITALES
APRENDIZAJE POR REFUERZO
ELECTROENCEFALOGRAFIA
ALGORITMOS
description "This thesis replicates and proposes an alternative method to train reinforcement learning algorithms with ErrP signals, captured through EEG, and validate the effectiveness of its use in a prototype application."
author2 Ramele, Rodrigo
author_facet Ramele, Rodrigo
Moreno, Juan
Bartolomé, Francisco
Navas, Natalia
Vitali, José
format Proyecto final de Grado
author Moreno, Juan
Bartolomé, Francisco
Navas, Natalia
Vitali, José
author_sort Moreno, Juan
title Training an agent on brainwaves: using brain signals as feedback for reinforcement learning
title_short Training an agent on brainwaves: using brain signals as feedback for reinforcement learning
title_full Training an agent on brainwaves: using brain signals as feedback for reinforcement learning
title_fullStr Training an agent on brainwaves: using brain signals as feedback for reinforcement learning
title_full_unstemmed Training an agent on brainwaves: using brain signals as feedback for reinforcement learning
title_sort training an agent on brainwaves: using brain signals as feedback for reinforcement learning
publishDate 2019
url http://ri.itba.edu.ar/handle/123456789/1785
work_keys_str_mv AT morenojuan traininganagentonbrainwavesusingbrainsignalsasfeedbackforreinforcementlearning
AT bartolomefrancisco traininganagentonbrainwavesusingbrainsignalsasfeedbackforreinforcementlearning
AT navasnatalia traininganagentonbrainwavesusingbrainsignalsasfeedbackforreinforcementlearning
AT vitalijose traininganagentonbrainwavesusingbrainsignalsasfeedbackforreinforcementlearning
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