Wavelet Packet Decomposition was superior to other signal decomposition methods.
The inclusion of higher frequency ranges improves the classification in BCI systems.
Shortcomings of wavelets have been compensated by higher order statistics features.
The proposed model may be used to enhance the current rehabilitation therapies.