Projected accuracy metric for the P300 Speller.

Published

Journal Article

The P300 Speller brain-computer interface (BCI) is a virtual keyboard that allows users to type without requiring neuromuscular control. P300 Speller research commonly aims to improve the system accuracy, which is typically estimated by spelling a small number of characters and calculating the percent spelled correctly. In this paper we introduce a new method for estimating the long-term ("projected") accuracy, which utilizes all available flash data and a probabilistic model of the Speller system to produce an estimate with lower variance and lower granularity than the standard measure. We apply the new method to 110 previously-collected P300 Speller runs to confirm its consistency, and simulate spelling runs from real subject data to demonstrate lower variance on the accuracy estimate for any given amount of data.

Full Text

Duke Authors

Cited Authors

  • Colwell, K; Throckmorton, C; Collins, L; Morton, K

Published Date

  • September 2014

Published In

Volume / Issue

  • 22 / 5

Start / End Page

  • 921 - 925

PubMed ID

  • 25203496

Pubmed Central ID

  • 25203496

Electronic International Standard Serial Number (EISSN)

  • 1558-0210

International Standard Serial Number (ISSN)

  • 1534-4320

Digital Object Identifier (DOI)

  • 10.1109/tnsre.2014.2324892

Language

  • eng