Automated sleep stage identification system based on time-frequency analysis of a single EEG channel and random forest classifier

► A new method for automated sleep scoring is proposed. ► A new technique based on time-frequency analysis of EEG signal is proposed. ► Random forest classifier has successfully classified sleep stages.