Title :
Perceptual errors in the Farwell and Donchin matrix speller
Author :
Salvaris, Mathew ; Sepulveda, Francisco
Author_Institution :
Sch. of Comput. Sci. & Electron. Eng., Univ. of Essex, Colchester
fDate :
April 29 2009-May 2 2009
Abstract :
Perceptual errors such as repetition blindness (RB) and attentional blink (AB) can affect the morphology of the target-P300. These perceptual errors may occur with the use of the Farwell & Donchin P300 speller protocol and in turn interfere with the desired symbol identification. In this paper a state of the art classification algorithm is employed to classify brain-computer interface (BCI) competition II and III P300 data and its performance used to assess the presence and effect of such phenomena. The general trend of the results indicated that perceptual errors were present and their effect on classification performance was detrimental. Although the degree to which these perceptual errors affected classification performance varied across subjects.
Keywords :
bioelectric phenomena; brain-computer interfaces; cognition; electroencephalography; medical signal processing; neurophysiology; signal classification; Donchin matrix speller; EEG; Farwell matrix speller; P300 speller protocol; attentional blink; brain-computer interface; classification algorithm; electroencephalography; perceptual errors; repetition blindness; symbol identification; target-P300 morphology; Blindness; Brain computer interfaces; Classification algorithms; Computer errors; Discrete wavelet transforms; Electroencephalography; Enterprise resource planning; Protocols; Testing; Training data;
Conference_Titel :
Neural Engineering, 2009. NER '09. 4th International IEEE/EMBS Conference on
Conference_Location :
Antalya
Print_ISBN :
978-1-4244-2072-8
Electronic_ISBN :
978-1-4244-2073-5
DOI :
10.1109/NER.2009.5109286