Comparing P300 flashing paradigms in online typing with language models

N Nand Chandravadia S Shrita Pendekanti D Dustin Roberts R Robert Tran S Saarang Panchavati C Corey Arnold N Nader Pouratian (Department of Neurological Surgery, UT Southwestern Medical Center) W William Speier

Abstract

The P300 Speller is a brain-computer interface system that allows victims of motor neuron diseases to regain the ability to communicate by typing characters into a computer by thought. Since the system has a relatively slow typing speed, different stimulus presentation paradigms have been proposed designed to allow users to input information faster by reducing the number of required stimuli or increase signal fidelity. This study compares the typing speeds of the Row-Column, Checkerboard, and Combinatorial Paradigms to examine how their performance compares in online and offline settings. When the different flashing patterns were tested in conjunction with other established optimization techniques such as language models and dynamic stopping, they did not make a significant impact on P300 speller performance. This result could indicate that further performance improvements on the system lie beyond optimizing flashing patterns.

Article Details

Journal PLoS ONE
Volume / Issue Vol. 20, Issue 2
Published February 03, 2025
Pages e0303390
ISSN 1932-6203
Publisher Public Library of Science

Journal Info

PLoS ONE

Public Library of Science

ISSN: 1932-6203 Open Access Health Sciences

Authors (8)

N

Nand Chandravadia

S

Shrita Pendekanti

D

Dustin Roberts

R

Robert Tran

S

Saarang Panchavati

C

Corey Arnold

N

Nader Pouratian

Department of Neurological Surgery, UT Southwestern Medical Center

W

William Speier