Title | A novel P300-based brain-computer interface stimulus presentation paradigm: moving beyond rows and columns. |
Publication Type | Journal Article |
Year of Publication | 2010 |
Authors | Townsend, G, LaPallo, BK, Boulay, CB, Krusienski, DJ, Frye, GE, Hauser, CK, Schwartz, NE, Vaughan, TM, Wolpaw, J, Sellers, EW |
Journal | Clinical neurophysiology : official journal of the International Federation of Clinical Neurophysiology |
Volume | 121 |
Pagination | 1109–1120 |
Date Published | 07/2010 |
ISSN | 1872-8952 |
Keywords | brain-computer interface, brain-machine interface, EEG, event-related potential, P300, Rehabilitation |
Abstract | OBJECTIVE:
An electroencephalographic brain-computer interface (BCI) can provide a non-muscular means of communication for people with amyotrophic lateral sclerosis (ALS) or other neuromuscular disorders. We present a novel P300-based BCI stimulus presentation - the checkerboard paradigm (CBP). CBP performance is compared to that of the standard row/column paradigm (RCP) introduced by Farwell and Donchin (1988).
METHODS:
Using an 8x9 matrix of alphanumeric characters and keyboard commands, 18 participants used the CBP and RCP in counter-balanced fashion. With approximately 9-12 min of calibration data, we used a stepwise linear discriminant analysis for online classification of subsequent data.
RESULTS:
Mean online accuracy was significantly higher for the CBP, 92%, than for the RCP, 77%. Correcting for extra selections due to errors, mean bit rate was also significantly higher for the CBP, 23 bits/min, than for the RCP, 17 bits/min. Moreover, the two paradigms produced significantly different waveforms. Initial tests with three advanced ALS participants produced similar results. Furthermore, these individuals preferred the CBP to the RCP.
CONCLUSIONS:
These results suggest that the CBP is markedly superior to the RCP in performance and user acceptability.
SIGNIFICANCE:
The CBP has the potential to provide a substantially more effective BCI than the RCP. This is especially important for people with severe neuromuscular disabilities.
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URL | http://www.ncbi.nlm.nih.gov/pubmed/20347387 |
DOI | 10.1016/j.clinph.2010.01.030 |