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A hierarchical stimulus presentation paradigm for a P300‐based Hangul speller
Author(s) -
Lee TaeHoon,
Kam TaeEui,
Kim SungPhil
Publication year - 2011
Publication title -
international journal of imaging systems and technology
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.359
H-Index - 47
eISSN - 1098-1098
pISSN - 0899-9457
DOI - 10.1002/ima.20282
Subject(s) - hangul , computer science , stimulus (psychology) , brain–computer interface , speech recognition , spell , artificial intelligence , electroencephalography , neuroscience , cognitive psychology , psychology , sociology , anthropology
We propose a hierarchical stimulus presentation paradigm for a P300‐based Hangul (Korean script) input system. A P300‐based input system (or speller) is one of the most promising noninvasive brain‐computer interface (BCI) applications based on its direct applicability in many computer programs. Although 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 other similar applications. © 2011 Wiley Periodicals, Inc. Int J Imaging Syst Technol, 21, 131–138, 2011