• DocumentCode
    2008203
  • Title

    Improvement of spelling speed in P300 speller using transition probability of letters

  • Author

    Samizo, E. ; Yoshikawa, Tomoki ; Furuhashi, Takeshi

  • Author_Institution
    Nagoya Univ., Nagoya, Japan
  • fYear
    2012
  • fDate
    20-24 Nov. 2012
  • Firstpage
    163
  • Lastpage
    166
  • Abstract
    Brain-Computer Interfaces (BCIs) control a computer or a machine based on the information of the signal of human´s brain, and P300 speller is one of the BCI communication tools, which uses P300 as the feature quantity and allows users to select letters just by thinking. Because of the low signal-to-noise ratio of the P300, signal averaging is often performed to improve the spelling accuracy instead of the degradation of the spelling speed. In texts, there is some variability in the transition probabilities between letters. This paper proposes P300 speller considering the frequencies and the transition probabilities as the priori probabilities. It shows that the spelling speed is improved by the proposed method comparing with the conventional method.
  • Keywords
    brain-computer interfaces; electroencephalography; medical signal processing; probability; BCI communication tool; EEG; P300 speller; brain-computer interface; electroencephalography; event-related potential; letter transition probability; priori probability; signal averaging; signal-to-noise ratio; spelling accuracy; spelling speed;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Soft Computing and Intelligent Systems (SCIS) and 13th International Symposium on Advanced Intelligent Systems (ISIS), 2012 Joint 6th International Conference on
  • Conference_Location
    Kobe
  • Print_ISBN
    978-1-4673-2742-8
  • Type

    conf

  • DOI
    10.1109/SCIS-ISIS.2012.6505350
  • Filename
    6505350