Evaluating the effect of the cutoff frequencies during the pre-processing stage of motor imagery EEG signals classification.

•Selecting an appropriate passband in the preprocessing improves the classification.•The selection of the passband affects regardless if a linear/nonlinear feature is used.•Fractal dimension enhance the accuracy of electroencephalography signal classification.