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IEEE Trans Biomed Eng · Nov 2009
A new discriminative common spatial pattern method for motor imagery brain-computer interfaces.
- Kavitha P Thomas, Cuntai Guan, Chiew Tong Lau, A P Vinod, and Kai Keng Ang.
- School of Computer Engineering, Nanyang Technological University, Singapore, Singapore. kavi0003@ntu.edu.sg
- IEEE Trans Biomed Eng. 2009 Nov 1; 56 (11 Pt 2): 2730-3.
AbstractEvent-related desynchronization/synchronization patterns during right/left motor imagery (MI) are effective features for an electroencephalogram-based brain-computer interface (BCI). As MI tasks are subject-specific, selection of subject-specific discriminative frequency components play a vital role in distinguishing these patterns. This paper proposes a new discriminative filter bank (FB) common spatial pattern algorithm to extract subject-specific FB for MI classification. The proposed method enhances the classification accuracy in BCI competition III dataset IVa and competition IV dataset IIb. Compared to the performance offered by the existing FB-based method, the proposed algorithm offers error rate reductions of 17.42% and 8.9% for BCI competition datasets III and IV, respectively.
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