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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2015
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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. |
format | Online Article Text |
id | pubmed-4472698 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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