Аннотация:Brain-computer interface (BCI) allows the use of brain activities for people to directly control external devices without participation of any peripheral nerves and muscles. It is possible to use electroencephalogram (EEG) changes induced by different mental states as a control command. In this research, we take a statistical (Bayesian) approach to classification of mental states based on spectral features of EEG.