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Table 7 “Selected Zones” performance metrics of seizure type GNSZ, TCSZ, FNSZ, CPSZ

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
GNSZ 01_tcp_ar Zoned_selected_bands 0.935 0.97 0.658 0.991 0.927 0.93 0.613 0.991 0.917 0.912 0.655 0.971
Zoned_background_bands 0.948 0.983 0.8 0.984 0.92 0.945 0.65 0.985 0.923 0.949 0.791 0.955
Zoned_whole_frequency 0.968 0.992 0.888 0.987 0.935 0.964 0.732 0.984 0.953 0.975 0.844 0.979
02_tcp_le Zoned_selected_bands 0.948 0.99 0.938 0.956 0.949 0.99 0.932 0.964 0.913 0.962 0.947 0.883
Zoned_background_bands 0.959 0.993 0.955 0.962 0.945 0.985 0.931 0.956 0.93 0.979 0.898 0.956
Zoned_whole_frequency 0.971 0.996 0.969 0.974 0.946 0.985 0.935 0.955 0.948 0.989 0.939 0.955
03_tcp_ar_a Zoned_selected_bands 0.958 0.983 0.673 0.994 0.941 0.935 0.632 0.979 0.936 0.919 0.688 0.967
Zoned_background_bands 0.962 0.981 0.694 0.995 0.932 0.916 0.434 0.992 0.941 0.944 0.578 0.985
Zoned_whole_frequency 0.972 0.987 0.802 0.993 0.952 0.954 0.609 0.994 0.962 0.972 0.744 0.988
TCSZ 01_tcp_ar Zoned_selected_bands 0.952 0.98 0.689 0.992 0.938 0.961 0.667 0.979 0.909 0.877 0.705 0.94
Zoned_background_bands 0.961 0.989 0.795 0.992 0.955 0.977 0.794 0.986 0.941 0.93 0.765 0.974
Zoned_whole_frequency 0.967 0.99 0.832 0.992 0.955 0.978 0.766 0.991 0.937 0.944 0.774 0.967
02_tcp_le Zoned_selected_bands 0.999 0.979 1 0.96 0.999 1 1 0.96 0.997 0.979 0.997 0.96
Zoned_background_bands 0.98 0.998 0.979 0.983 0.98 0.996 0.981 0.978 0.961 0.974 0.972 0.944
Zoned_whole_frequency 0.989 0.999 0.99 0.987 0.985 0.998 0.984 0.987 0.98 0.988 0.984 0.974
03_tcp_ar_a Zoned_selected_bands 0.978 0.997 0.83 0.995 0.982 0.994 0.931 0.988 0.965 0.952 0.797 0.986
Zoned_background_bands 0.975 0.991 0.829 0.996 0.969 0.976 0.839 0.987 0.937 0.938 0.757 0.962
Zoned_whole_frequency 0.98 0.991 0.865 0.996 0.976 0.985 0.833 0.996 0.935 0.969 0.894 0.94
FNSZ 01_tcp_ar Zoned_selected_bands 0.86 0.908 0.516 0.98 0.799 0.779 0.273 0.982 0.782 0.723 0.231 0.973
Zoned_background_bands 0.893 0.947 0.636 0.979 0.822 0.826 0.360 0.978 0.818 0.783 0.419 0.952
Zoned_whole_frequency 0.925 0.979 0.801 0.980 0.862 0.887 0.530 0.973 0.860 0.862 0.550 0.965
02_tcp_le Zoned_selected_bands 0.912 0.963 0.656 0.982 0.897 0.934 0.652 0.964 0.867 0.876 0.601 0.939
Zoned_background_bands 0.922 0.973 0.784 0.974 0.886 0.931 0.704 0.955 0.88 0.925 0.689 0.952
Zoned_whole_frequency 0.956 0.99 0.887 0.983 0.914 0.96 0.767 0.969 0.931 0.974 0.841 0.965
03_tcp_ar_a Zoned_selected_bands 0.912 0.953 0.592 0.98 0.869 0.885 0.37 0.976 0.847 0.781 0.206 0.984
Zoned_background_bands 0.893 0.949 0.663 0.966 0.82 0.862 0.37 0.962 0.798 0.763 0.225 0.979
Zoned_whole_frequency 0.921 0.97 0.783 0.964 0.863 0.913 0.581 0.952 0.892 0.936 0.692 0.956
CPSZ 01_tcp_ar Zoned_selected_bands 0.91 0.97 0.903 0.915 0.888 0.949 0.862 0.907 0.849 0.926 0.747 0.925
Zoned_background_bands 0.927 0.978 0.876 0.956 0.866 0.934 0.757 0.929 0.865 0.924 0.72 0.948
Zoned_whole_frequency 0.955 0.991 0.923 0.974 0.919 0.97 0.845 0.963 0.916 0.967 0.824 0.969
02_tcp_le Zoned_selected_bands 0.914 0.972 0.844 0.949 0.912 0.959 0.823 0.957 0.83 0.878 0.753 0.869
Zoned_background_bands 0.926 0.978 0.877 0.953 0.891 0.951 0.8 0.941 0.839 0.904 0.751 0.888
Zoned_whole_frequency 0.959 0.992 0.929 0.976 0.93 0.973 0.869 0.964 0.897 0.961 0.911 0.89
03_tcp_ar_a Zoned_selected_bands 0.901 0.959 0.724 0.967 0.87 0.908 0.655 0.95 0.82 0.772 0.558 0.918
Zoned_background_bands 0.936 0.979 0.813 0.978 0.902 0.938 0.708 0.967 0.9 0.937 0.694 0.968
Zoned_whole_frequency 0.959 0.99 0.889 0.983 0.929 0.964 0.778 0.98 0.935 0.973 0.813 0.976