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This paper focuses on the problem of how time-frequency representation influences the generalization ability of the `synthesized time-frequency spatial pattern (TFSP)' algorithm in brain computer interface (BCI) for classification. TFSP methods use time-frequency analysis to extract features in both time and frequency domains. Different time-frequency analysis methods have been used before. However,...