Training a gaming agent on brainwaves online: 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: Abelenda, Marcos, Vázquez, Agustín Ignacio, Manganaro Bello, Santiago
Otros Autores: Ramele, Rodrigo
Formato: Proyecto final de Grado
Lenguaje:Inglés
Publicado: 2021
Materias:
Acceso en línea:http://ri.itba.edu.ar/handle/123456789/3387
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id I32-R138-123456789-3387
record_format dspace
spelling I32-R138-123456789-33872022-12-07T14:30:16Z Training a gaming agent on brainwaves online: using brain signals as feedback for reinforcement learning Abelenda, Marcos Vázquez, Agustín Ignacio Manganaro Bello, Santiago 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, 2020 2021-02-11T17:59:18Z 2021-02-11T17:59:18Z 2020-12-12 Proyecto final de Grado http://ri.itba.edu.ar/handle/123456789/3387 en 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 Inglés
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
Abelenda, Marcos
Vázquez, Agustín Ignacio
Manganaro Bello, Santiago
Training a gaming agent on brainwaves online: 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
Abelenda, Marcos
Vázquez, Agustín Ignacio
Manganaro Bello, Santiago
format Proyecto final de Grado
author Abelenda, Marcos
Vázquez, Agustín Ignacio
Manganaro Bello, Santiago
author_sort Abelenda, Marcos
title Training a gaming agent on brainwaves online: using brain signals as feedback for reinforcement learning
title_short Training a gaming agent on brainwaves online: using brain signals as feedback for reinforcement learning
title_full Training a gaming agent on brainwaves online: using brain signals as feedback for reinforcement learning
title_fullStr Training a gaming agent on brainwaves online: using brain signals as feedback for reinforcement learning
title_full_unstemmed Training a gaming agent on brainwaves online: using brain signals as feedback for reinforcement learning
title_sort training a gaming agent on brainwaves online: using brain signals as feedback for reinforcement learning
publishDate 2021
url http://ri.itba.edu.ar/handle/123456789/3387
work_keys_str_mv AT abelendamarcos trainingagamingagentonbrainwavesonlineusingbrainsignalsasfeedbackforreinforcementlearning
AT vazquezagustinignacio trainingagamingagentonbrainwavesonlineusingbrainsignalsasfeedbackforreinforcementlearning
AT manganarobellosantiago trainingagamingagentonbrainwavesonlineusingbrainsignalsasfeedbackforreinforcementlearning
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