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Affective Stimuli for an Auditory P300 Brain-Computer Interface

Gaze-independent brain computer interfaces (BCIs) are a potential communication tool for persons with paralysis. This study applies affective auditory stimuli to investigate their effects using a P300 BCI. Fifteen able-bodied participants operated the P300 BCI, with positive and negative affective s...

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Autores principales: Onishi, Akinari, Takano, Kouji, Kawase, Toshihiro, Ora, Hiroki, Kansaku, Kenji
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5613193/
https://www.ncbi.nlm.nih.gov/pubmed/28983235
http://dx.doi.org/10.3389/fnins.2017.00522
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author Onishi, Akinari
Takano, Kouji
Kawase, Toshihiro
Ora, Hiroki
Kansaku, Kenji
author_facet Onishi, Akinari
Takano, Kouji
Kawase, Toshihiro
Ora, Hiroki
Kansaku, Kenji
author_sort Onishi, Akinari
collection PubMed
description Gaze-independent brain computer interfaces (BCIs) are a potential communication tool for persons with paralysis. This study applies affective auditory stimuli to investigate their effects using a P300 BCI. Fifteen able-bodied participants operated the P300 BCI, with positive and negative affective sounds (PA: a meowing cat sound, NA: a screaming cat sound). Permuted stimuli of the positive and negative affective sounds (permuted-PA, permuted-NA) were also used for comparison. Electroencephalography data was collected, and offline classification accuracies were compared. We used a visual analog scale (VAS) to measure positive and negative affective feelings in the participants. The mean classification accuracies were 84.7% for PA and 67.3% for permuted-PA, while the VAS scores were 58.5 for PA and −12.1 for permuted-PA. The positive affective stimulus showed significantly higher accuracy and VAS scores than the negative affective stimulus. In contrast, mean classification accuracies were 77.3% for NA and 76.0% for permuted-NA, while the VAS scores were −50.0 for NA and −39.2 for permuted NA, which are not significantly different. We determined that a positive affective stimulus with accompanying positive affective feelings significantly improved BCI accuracy. Additionally, an ALS patient achieved 90% online classification accuracy. These results suggest that affective stimuli may be useful for preparing a practical auditory BCI system for patients with disabilities.
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spelling pubmed-56131932017-10-05 Affective Stimuli for an Auditory P300 Brain-Computer Interface Onishi, Akinari Takano, Kouji Kawase, Toshihiro Ora, Hiroki Kansaku, Kenji Front Neurosci Neuroscience Gaze-independent brain computer interfaces (BCIs) are a potential communication tool for persons with paralysis. This study applies affective auditory stimuli to investigate their effects using a P300 BCI. Fifteen able-bodied participants operated the P300 BCI, with positive and negative affective sounds (PA: a meowing cat sound, NA: a screaming cat sound). Permuted stimuli of the positive and negative affective sounds (permuted-PA, permuted-NA) were also used for comparison. Electroencephalography data was collected, and offline classification accuracies were compared. We used a visual analog scale (VAS) to measure positive and negative affective feelings in the participants. The mean classification accuracies were 84.7% for PA and 67.3% for permuted-PA, while the VAS scores were 58.5 for PA and −12.1 for permuted-PA. The positive affective stimulus showed significantly higher accuracy and VAS scores than the negative affective stimulus. In contrast, mean classification accuracies were 77.3% for NA and 76.0% for permuted-NA, while the VAS scores were −50.0 for NA and −39.2 for permuted NA, which are not significantly different. We determined that a positive affective stimulus with accompanying positive affective feelings significantly improved BCI accuracy. Additionally, an ALS patient achieved 90% online classification accuracy. These results suggest that affective stimuli may be useful for preparing a practical auditory BCI system for patients with disabilities. Frontiers Media S.A. 2017-09-21 /pmc/articles/PMC5613193/ /pubmed/28983235 http://dx.doi.org/10.3389/fnins.2017.00522 Text en Copyright © 2017 Onishi, Takano, Kawase, Ora and Kansaku. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Neuroscience
Onishi, Akinari
Takano, Kouji
Kawase, Toshihiro
Ora, Hiroki
Kansaku, Kenji
Affective Stimuli for an Auditory P300 Brain-Computer Interface
title Affective Stimuli for an Auditory P300 Brain-Computer Interface
title_full Affective Stimuli for an Auditory P300 Brain-Computer Interface
title_fullStr Affective Stimuli for an Auditory P300 Brain-Computer Interface
title_full_unstemmed Affective Stimuli for an Auditory P300 Brain-Computer Interface
title_short Affective Stimuli for an Auditory P300 Brain-Computer Interface
title_sort affective stimuli for an auditory p300 brain-computer interface
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5613193/
https://www.ncbi.nlm.nih.gov/pubmed/28983235
http://dx.doi.org/10.3389/fnins.2017.00522
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