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Impact of various input signal combinations on performance

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