Summary of the results from the inputs_
* notebooks.
Dataset | System | Signals | MF1 | ACC | KAPPA |
---|---|---|---|---|---|
Sleep-EDF-SC-20 | Logistic regr. | EEG | 0.780 | 0.839 | 0.781 |
EEG + EMG | 0.787 | 0.842 | 0.786 | ||
EEG + EOG | 0.803 | 0.853 | 0.800 | ||
EEG + EOG + EMG | 0.809 | 0.857 | 0.806 | ||
Catboost | EEG | 0.772 | 0.842 | 0.782 | |
EEG + EMG | 0.774 | 0.842 | 0.782 | ||
EEG + EOG | 0.797 | 0.860 | 0.807 | ||
EEG + EOG + EMG | 0.802 | 0.864 | 0.812 | ||
Sleep-EDF-SC-78 | Logistic regr. | EEG | 0.738 | 0.797 | 0.723 |
EEG + EMG | 0.746 | 0.800 | 0.728 | ||
EEG + EOG | 0.768 | 0.820 | 0.753 | ||
EEG + EOG + EMG | 0,771 | 0,821 | 0,756 | ||
Catboost | EEG | 0.745 | 0.810 | 0.736 | |
EEG + EMG | 0,750 | 0,813 | 0,741 | ||
EEG + EOG | 0.772 | 0,830 | 0,763 | ||
EEG + EOG + EMG | 0,775 | 0,831 | 0,766 | ||
Sleep-EDF-ST | Logistic regr. | EEG | 0,758 | 0,802 | 0,723 |
EEG + EMG | 0,776 | 0,816 | 0,741 | ||
EEG + EOG | 0,788 | 0,825 | 0,754 | ||
EEG + EOG + EMG | 0,792 | 0,829 | 0,759 | ||
Catboost | EEG | 0,771 | 0,821 | 0,744 | |
EEG + EMG | 0,784 | 0,829 | 0,755 | ||
EEG + EOG | 0,789 | 0,832 | 0,758 | ||
EEG + EOG + EMG | 0,795 | 0,836 | 0,765 | ||
MASS SS3 | Logistic regr. | EEG | 0,793 | 0,844 | 0,774 |
EEG + EMG | 0,803 | 0,850 | 0,782 | ||
EEG + EOG | 0,794 | 0,845 | 0,775 | ||
EEG + EOG + EMG | 0,807 | 0,853 | 0,786 | ||
Catboost | EEG | 0,810 | 0,863 | 0,796 | |
EEG + EMG | 0,815 | 0,864 | 0,798 | ||
EEG + EOG | 0,809 | 0,863 | 0,797 | ||
EEG + EOG + EMG | 0,817 | 0,867 | 0,803 |