Premium
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
Accelerating Research
Robert Robinson Avenue,
Oxford Science Park, Oxford
OX4 4GP, United Kingdom
Address
John Eccles HouseRobert Robinson Avenue,
Oxford Science Park, Oxford
OX4 4GP, United Kingdom