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. 2022 May 27;9(1):11. doi: 10.1186/s40708-022-00159-3

Table 13.

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

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