Abstract: Highlights•SVM and Adaboost obtain the best electroencephalogram classification results.•1.75s of electroencephalogram recording is enough for classification.•Classification depends on the decomposition levels of Discrete Wavelet Transform.•The relative wavelet energy is a promising feature vector for biometrics.
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