Brain-computer interface (BCI): Is it strictly necessary to use random sequences in visual spellers?

Manson Cheuk-Man Fong, James William Minett, Thierry Blu, William Shi Yuan Wang

Research output: Chapter in book / Conference proceedingConference article published in proceeding or bookAcademic researchpeer-review

1 Citation (Scopus)

Abstract

The P300 speller is a standard paradigm for brain-computer interfacing (BCI) based on electroencephalography (EEG). It exploits the fact that the user's selective attention to a target stimulus among a random sequence of stimuli enhances the magnitude of the P300 evoked potential. The present study questions the necessity of using random sequences of stimulation. In two types of experimental runs, subjects attended to a target stimulus while the stimuli, four in total, were each intensified twelve times, in either random order or deterministic order. The 32-channel EEG data were analyzed offline using linear discriminant analysis (LDA). Similar classification accuracies of 95.3% and 93.2% were obtained for the random and deterministic runs, respectively, using the data associated with 3 sequences of stimulation. Furthermore, using a montage of 5 posterior electrodes, the two paradigms attained identical accuracy of 92.4%. These results suggest that: (a) the use of random sequences is not necessary for effective BCI performance; and (b) deterministic sequences can be used in some BCI speller applications.
Original languageEnglish
Title of host publicationAPCHI'12 - Proceedings of the 2012 Asia Pacific Conference on Computer-Human Interaction
Pages109-118
Number of pages10
DOIs
Publication statusPublished - 4 Oct 2012
Externally publishedYes
Event10th Asia-Pacific Conference on Computer-Human Interaction, APCHI 2012 - Matsue-city, Shimane, Japan
Duration: 28 Aug 201231 Aug 2012

Conference

Conference10th Asia-Pacific Conference on Computer-Human Interaction, APCHI 2012
Country/TerritoryJapan
CityMatsue-city, Shimane
Period28/08/1231/08/12

Keywords

  • Brain-computer interface (BCI)
  • Electroencephalography
  • ERP-based visual speller
  • Linear discriminant analysis (LDA)
  • Oddball paradigm
  • P300 speller

ASJC Scopus subject areas

  • Human-Computer Interaction

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