| Feature Type | Feature Name |
| Time-Domain, Frequency-Domain, and Statistic | Hjorth activity |
| Hjorth mobility | |
| PSD of theta band | |
| Mean PSD of delta band | |
| Mean PSD of theta band | |
| Mean PSD of alpha band | |
| Mean PSD of beta band | |
| Mean PSD of low-gamma band | |
| Mean amplitude | |
| Signal amplitude variation | |
| Kurtosis | |
| Skewness | |
| WVT-based features | Mean power of each coefficient array |
| Entropy of each wavelet coefficient array | |
| EMD-based features | Entropy of each IMF |
| Mean envelope amplitude of each IMF | |
| Variation of instantaneous frequency’s | |
| first derivative |