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A performance-based approach to designing the stimulus presentation paradigm for the P300-based BCI by exploiting coding theory

Publication ,  Conference
Mainsah, BO; Collins, LM; Reeves, G; Throckmorton, CS
Published in: ICASSP IEEE International Conference on Acoustics Speech and Signal Processing Proceedings
June 16, 2017

The P300-based brain-computer interface (BCI) speller relies on eliciting and detecting specific brain responses to target stimulus events, termed event-related potentials (ERPs). In a visual speller, ERPs are elicited when the user's desired character, i.e. the 'target,' is flashed on a computer screen. The P300 speller is currently limited by its relatively slow typing speed due to the need for repetitive data measurements that are necessary to achieve reasonable signal-to-noise ratios. In addition, refractory effects limit the ability to elicit ERPs with every target stimulus event presentation. In this paper, we present a new method to design the stimulus presentation paradigm for the P300 speller by exploiting an information-theoretic approach to maximize the information content that is presented to the user while also mitigating refractory effects. We present results with real-time BCI use which demonstrate significant performance improvements with our performance-based paradigm compared to the conventional stimulus presentation paradigm.

Duke Scholars

Published In

ICASSP IEEE International Conference on Acoustics Speech and Signal Processing Proceedings

DOI

ISSN

1520-6149

Publication Date

June 16, 2017

Start / End Page

3026 / 3030
 

Citation

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Mainsah, B. O., Collins, L. M., Reeves, G., & Throckmorton, C. S. (2017). A performance-based approach to designing the stimulus presentation paradigm for the P300-based BCI by exploiting coding theory. In ICASSP IEEE International Conference on Acoustics Speech and Signal Processing Proceedings (pp. 3026–3030). https://doi.org/10.1109/ICASSP.2017.7952712
Mainsah, B. O., L. M. Collins, G. Reeves, and C. S. Throckmorton. “A performance-based approach to designing the stimulus presentation paradigm for the P300-based BCI by exploiting coding theory.” In ICASSP IEEE International Conference on Acoustics Speech and Signal Processing Proceedings, 3026–30, 2017. https://doi.org/10.1109/ICASSP.2017.7952712.
Mainsah BO, Collins LM, Reeves G, Throckmorton CS. A performance-based approach to designing the stimulus presentation paradigm for the P300-based BCI by exploiting coding theory. In: ICASSP IEEE International Conference on Acoustics Speech and Signal Processing Proceedings. 2017. p. 3026–30.
Mainsah, B. O., et al. “A performance-based approach to designing the stimulus presentation paradigm for the P300-based BCI by exploiting coding theory.” ICASSP IEEE International Conference on Acoustics Speech and Signal Processing Proceedings, 2017, pp. 3026–30. Scopus, doi:10.1109/ICASSP.2017.7952712.
Mainsah BO, Collins LM, Reeves G, Throckmorton CS. A performance-based approach to designing the stimulus presentation paradigm for the P300-based BCI by exploiting coding theory. ICASSP IEEE International Conference on Acoustics Speech and Signal Processing Proceedings. 2017. p. 3026–3030.

Published In

ICASSP IEEE International Conference on Acoustics Speech and Signal Processing Proceedings

DOI

ISSN

1520-6149

Publication Date

June 16, 2017

Start / End Page

3026 / 3030