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Use of a Green Familiar Faces Paradigm Improves P300-Speller Brain-Computer Interface Performance

BACKGROUND: A recent study showed improved performance of the P300-speller when the flashing row or column was overlaid with translucent pictures of familiar faces (FF spelling paradigm). However, the performance of the P300-speller is not yet satisfactory due to its low classification accuracy and...

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Detalles Bibliográficos
Autores principales: Li, Qi, Liu, Shuai, Li, Jian, Bai, Ou
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4472698/
https://www.ncbi.nlm.nih.gov/pubmed/26087308
http://dx.doi.org/10.1371/journal.pone.0130325
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author Li, Qi
Liu, Shuai
Li, Jian
Bai, Ou
author_facet Li, Qi
Liu, Shuai
Li, Jian
Bai, Ou
author_sort Li, Qi
collection PubMed
description BACKGROUND: A recent study showed improved performance of the P300-speller when the flashing row or column was overlaid with translucent pictures of familiar faces (FF spelling paradigm). However, the performance of the P300-speller is not yet satisfactory due to its low classification accuracy and information transfer rate. OBJECTIVE: To investigate whether P300-speller performance is further improved when the chromatic property and the FF spelling paradigm are combined. METHODS: We proposed a new spelling paradigm in which the flashing row or column is overlaid with translucent green pictures of familiar faces (GFF spelling paradigm). We analyzed the ERP waveforms elicited by the FF and proposed GFF spelling paradigms and compared P300-speller performance between the two paradigms. RESULTS: Significant differences in the amplitudes of four ERP components (N170, VPP, P300, and P600f) were observed between both spelling paradigms. Compared to the FF spelling paradigm, the GFF spelling paradigm elicited ERP waveforms of higher amplitudes and resulted in improved P300-speller performance. CONCLUSIONS: Combining the chromatic property (green color) and the FF spelling paradigm led to better classification accuracy and an increased information transfer rate. These findings demonstrate a promising new approach for improving the performance of the P300-speller.
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spelling pubmed-44726982015-06-29 Use of a Green Familiar Faces Paradigm Improves P300-Speller Brain-Computer Interface Performance Li, Qi Liu, Shuai Li, Jian Bai, Ou PLoS One Research Article BACKGROUND: A recent study showed improved performance of the P300-speller when the flashing row or column was overlaid with translucent pictures of familiar faces (FF spelling paradigm). However, the performance of the P300-speller is not yet satisfactory due to its low classification accuracy and information transfer rate. OBJECTIVE: To investigate whether P300-speller performance is further improved when the chromatic property and the FF spelling paradigm are combined. METHODS: We proposed a new spelling paradigm in which the flashing row or column is overlaid with translucent green pictures of familiar faces (GFF spelling paradigm). We analyzed the ERP waveforms elicited by the FF and proposed GFF spelling paradigms and compared P300-speller performance between the two paradigms. RESULTS: Significant differences in the amplitudes of four ERP components (N170, VPP, P300, and P600f) were observed between both spelling paradigms. Compared to the FF spelling paradigm, the GFF spelling paradigm elicited ERP waveforms of higher amplitudes and resulted in improved P300-speller performance. CONCLUSIONS: Combining the chromatic property (green color) and the FF spelling paradigm led to better classification accuracy and an increased information transfer rate. These findings demonstrate a promising new approach for improving the performance of the P300-speller. Public Library of Science 2015-06-18 /pmc/articles/PMC4472698/ /pubmed/26087308 http://dx.doi.org/10.1371/journal.pone.0130325 Text en © 2015 Li et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Li, Qi
Liu, Shuai
Li, Jian
Bai, Ou
Use of a Green Familiar Faces Paradigm Improves P300-Speller Brain-Computer Interface Performance
title Use of a Green Familiar Faces Paradigm Improves P300-Speller Brain-Computer Interface Performance
title_full Use of a Green Familiar Faces Paradigm Improves P300-Speller Brain-Computer Interface Performance
title_fullStr Use of a Green Familiar Faces Paradigm Improves P300-Speller Brain-Computer Interface Performance
title_full_unstemmed Use of a Green Familiar Faces Paradigm Improves P300-Speller Brain-Computer Interface Performance
title_short Use of a Green Familiar Faces Paradigm Improves P300-Speller Brain-Computer Interface Performance
title_sort use of a green familiar faces paradigm improves p300-speller brain-computer interface performance
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4472698/
https://www.ncbi.nlm.nih.gov/pubmed/26087308
http://dx.doi.org/10.1371/journal.pone.0130325
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