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Table 13 Performance metric of selected zones of seizure type ABSZ, MYSZ, TNSZ, SPSZ

From: Seizure classification with selected frequency bands and EEG montages: a Natural Language Processing approach

    RF SVM MLP
    ACC AUC TPR TNR ACC AUC TPR TNR ACC AUC TPR TNR
ABSZ 01_tcp_ar Zoned_selected_bands 0.997 0.996 0.816 0.999 0.998 0.998 0.883 1 0.998 0.973 0.883 0.999
Zoned_background_bands 0.999 1 0.933 1 0.999 0.999 0.933 1 0.999 1 0.933 1
Zoned_whole_frequency 0.998 0.999 0.883 1 0.998 0.999 0.883 1 0.995 0.959 0.833 0.997
02_tcp_le Zoned_selected_bands 0.994 0.994 0.944 0.996 0.992 0.982 0.887 0.996 0.989 0.957 0.848 0.995
Zoned_background_bands 0.992 0.995 0.883 0.996 0.991 0.99 0.868 0.996 0.986 0.961 0.894 0.989
Zoned_whole_frequency 0.994 0.996 0.903 0.997 0.994 0.993 0.901 0.997 0.99 0.962 0.836 0.996
MYSZ 01_tcp_ar Zoned_selected_bands 0.993 0.998 0.55 1 0.994 0.998 0.916 0.995 0.994 0.997 0.85 0.997
Zoned_background_bands 0.995 0.997 0.6 1 0.991 0.994 0.716 0.995 0.991 0.994 0.533 0.996
Zoned_whole_frequency 0.994 0.998 0.7 0.997 0.997 0.999 0.916 0.999 0.993 0.997 0.666 0.998
02_tcp_le Zoned_selected_bands 0.997 0.93 1 0.869 0.996 0.973 0.998 0.869 0.994 0.933 0.996 0.869
Zoned_background_bands 0.997 0.957 1 0.869 0.996 0.912 0.998 0.869 0.997 0.934 1 0.869
Zoned_whole_frequency 0.997 0.977 1 0.869 0.998 0.967 1 0.919 0.995 0.88 1 0.72
TNSZ 01_tcp_ar Zoned_selected_bands 0.942 0.885 0.275 0.996 0.934 0.849 0.343 0.982 0.843 0.733 0.416 0.878
Zoned_background_bands 0.945 0.901 0.305 0.997 0.944 0.891 0.303 0.997 0.899 0.794 0.402 0.939
Zoned_whole_frequency 0.949 0.912 0.353 0.998 0.947 0.917 0.359 0.995 0.881 0.705 0.426 0.918
SPSZ 01_tcp_ar zoned_selected_bands 0.905 0.951 0.6 0.984 0.852 0.859 0.425 0.963 0.868 0.87 0.604 0.933
Zoned_background_bands 0.933 0.972 0.726 0.986 0.914 0.946 0.685 0.973 0.888 0.919 0.8 0.91
Zoned_whole_frequency 0.945 0.981 0.801 0.983 0.917 0.954 0.678 0.979 0.922 0.949 0.802 0.952