지원사업
학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
커뮤니티
연구자들이 자신의 연구와 전문성을 널리 알리고, 새로운 협력의 기회를 만들 수 있는 네트워킹 공간이에요.
논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 발행연도
- 2013.4
- 수록면
- 178 - 183 (6page)
이용수
초록· 키워드
오류제보하기
In this study, we proposed a method for electroencephalogram (EEG) classification using invariant CSP at special channels for improving the accuracy of classification. Based on the naive EEG signals from left and right hand movement experiment, the noises of contaminated data set should be eliminate and the proposed method can deal with the de-noising of data set. The considering data set are collected from the special channels for right and left hand movements around the motor cortex area. The proposed method is based on the fit of the adjusted parameter to decline the affect of invariant parts in raw signals and can increase the classification accuracy. We have run the simulation for hundreds time for each parameter and get averaged value to get the last result for comparison. The experimental results show the accuracy is improved more than the original method, the highest result reach to 89.74%.
목차
Abstract
1. Introduction
2. Related Works
3. Simulation of EEG Signals Classification for Real Hand Movements
4. Experimental Results
5. Conclusion
References
참고문헌 (12)
참고문헌 신청
W. Wojcikiewicz / 2011 / Stationary Common Spatial Patterns : Towards robust classification of non-stationary EEG signals / IEEE International Conference Acoustics, Speech and Signal Processing(ICASSP) :577~580
F. V. Nijboer / 2008 / An auditory brain-computer interface(BCI) / Journal of Neuroscience Methods 167(1):43~50
G. Pfurtscheller / 2001 / Motor imagery and direct brain-computer communication / Proceedings of the IEEE 89(7):1123~1134
W. Samek / 2012 / Stationary Common Spatial Patterns for Brain-Computer Interfacing / Journal of Neural Engineering 9(2):026013
B. Blankertz / 2008 / Invariant common spatial patterns : Alleviating nonstationarities in brain-computer interfacing / Advanced in Neural Information Processing Systems 20:113~120
F. V. Nijboer / 2008 / An auditory brain-computer interface(BCI) / Journal of Neuroscience Methods 167(1):43~50
G. Pfurtscheller / 2001 / Motor imagery and direct brain-computer communication / Proceedings of the IEEE 89(7):1123~1134
W. Samek / 2012 / Stationary Common Spatial Patterns for Brain-Computer Interfacing / Journal of Neural Engineering 9(2):026013
B. Blankertz / 2008 / Invariant common spatial patterns : Alleviating nonstationarities in brain-computer interfacing / Advanced in Neural Information Processing Systems 20:113~120
이 논문의 저자 정보
최근 본 자료
댓글(0)
0
UCI(KEPA) : I410-ECN-0101-2014-020-002620827