High performance P300 speller for brain-computer interface
P300 speller is a communication tool with which one can input texts or commands to a computer by thought. The amplitude of the P300 evoked potential is inversely proportional to the probability of infrequent or task-related stimulus. In existing P300 spellers, rows and columns of a matrix are intens...
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sg-smu-ink.sis_research-44982017-08-24T06:15:00Z High performance P300 speller for brain-computer interface GUAN, Cuntai THULASIDAS, Manoj WU, Jiankang P300 speller is a communication tool with which one can input texts or commands to a computer by thought. The amplitude of the P300 evoked potential is inversely proportional to the probability of infrequent or task-related stimulus. In existing P300 spellers, rows and columns of a matrix are intensified successively and randomly, resulting in a stimulus frequency of 1/N (N is the number of rows or columns of the matrix). We propose a new paradigm to display each single character randomly and individually (therefore reducing the stimulus frequency to 1/(N*N)). On-line experiments showed that this new speller significantly improved the performance. Specifically, the new speller can reduce character classification error rate by up to 80% or double the information transfer rate compared to the existing P300 spellers. © 2004 IEEE. 2004-12-01T08:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/3497 info:doi/10.1109/BIOCAS.2004.1454155 https://ink.library.smu.edu.sg/context/sis_research/article/4498/viewcontent/HighPerformanceP300Speller_2004_IEEE_BioCAS.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University Databases and Information Systems Graphics and Human Computer Interfaces |
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Databases and Information Systems Graphics and Human Computer Interfaces GUAN, Cuntai THULASIDAS, Manoj WU, Jiankang High performance P300 speller for brain-computer interface |
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P300 speller is a communication tool with which one can input texts or commands to a computer by thought. The amplitude of the P300 evoked potential is inversely proportional to the probability of infrequent or task-related stimulus. In existing P300 spellers, rows and columns of a matrix are intensified successively and randomly, resulting in a stimulus frequency of 1/N (N is the number of rows or columns of the matrix). We propose a new paradigm to display each single character randomly and individually (therefore reducing the stimulus frequency to 1/(N*N)). On-line experiments showed that this new speller significantly improved the performance. Specifically, the new speller can reduce character classification error rate by up to 80% or double the information transfer rate compared to the existing P300 spellers. © 2004 IEEE. |
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author |
GUAN, Cuntai THULASIDAS, Manoj WU, Jiankang |
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GUAN, Cuntai THULASIDAS, Manoj WU, Jiankang |
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GUAN, Cuntai |
title |
High performance P300 speller for brain-computer interface |
title_short |
High performance P300 speller for brain-computer interface |
title_full |
High performance P300 speller for brain-computer interface |
title_fullStr |
High performance P300 speller for brain-computer interface |
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High performance P300 speller for brain-computer interface |
title_sort |
high performance p300 speller for brain-computer interface |
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Institutional Knowledge at Singapore Management University |
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2004 |
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https://ink.library.smu.edu.sg/sis_research/3497 https://ink.library.smu.edu.sg/context/sis_research/article/4498/viewcontent/HighPerformanceP300Speller_2004_IEEE_BioCAS.pdf |
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