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Novel method for detection of idle state in brain-computer interface system
异步脑—机接口的空闲状态检测新方法*

Keywords: asynchronous brain-computer interface(BCI),idle state,within-class scatter,receiver operating characteristics(ROC),common spatial patterns,mean square error(MSE)
异步脑—机接口
,空闲状态,类内散度,接收机特性,共空间模式,均方误差

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Abstract:

Thie paper proposed a novel method for detecting idle state. With within-class scatter and the accuracy of the motor samples in training set as two indexes, the proposed method used the idea of ROC to determine the thresholds, and designed an optional 3-classifier. And made a fuzzy on the predicted value at the same time. Obtained a final test result with mean squared error of 0.278 7 on the BCI competition 2005 dataset IVc. The result validates the efficiency of the proposed method.

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