Title :
A P300-Based Hangul Input System with a Hierarchical Stimulus Presentation Paradigm
Author :
Lee, Tae-Hoon ; Kam, Tae-Eui ; Kim, Sung-Phil
Author_Institution :
Dept. of Comput. Sci. & Eng., Korea Univ., Seoul, South Korea
Abstract :
We propose a hierarchical stimulus presentation paradigm for a P300-based Hangul (Korean script) input system. A P300-based input system is one of the most promising noninvasive brain-computer interface (BCI) applications based on its direct applicability in many computer programs. While the previous row/column stimulus presentation paradigm has been well-suited to the English input, it may not be optimal for a Hangul input because Hangul has a distinct hierarchical structure. To overcome the limitation of the previous paradigms, we developed a new P300-based Hangul input system by taking the unique hierarchical structure of Hangul into account for creating a hierarchical stimulus presentation paradigm. By using the hierarchical structure, we can effectively reduce the window size of the interface without loss of classification accuracy. A performance comparison shows that the hierarchical paradigm exhibits higher classification accuracy than the row/column paradigm even with a smaller window size. Thus the proposed hierarchical paradigm is more efficient to spell Hangul and will be more useful for BCI-based Hangul input for a text messenger, e-mail program, word processor, and so on.
Keywords :
brain-computer interfaces; natural language processing; BCI based Hangul input; P300 based Hangul input system; hierarchical stimulus presentation paradigm; noninvasive brain computer interface; row column stimulus presentation paradigm; unique hierarchical structure; Accuracy; Band pass filters; Brain computer interfaces; Electroencephalography; Feature extraction; Indexes; Neural engineering; Brain-Computer Interface; Hangul speller; Hierarchical stimulus presentation paradigm; P300;
Conference_Titel :
Pattern Recognition in NeuroImaging (PRNI), 2011 International Workshop on
Conference_Location :
Seoul
Print_ISBN :
978-1-4577-0111-5
Electronic_ISBN :
978-0-7695-4399-4
DOI :
10.1109/PRNI.2011.20