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Table 10 Performance metrics of ablation study for seizure types 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 Set_zoned_selected_bands 0 0 0 0 0 0 0 0 0 0 0 0
Set_zoned_background_bands 0.916 0.961 0.675 0.979 0.89 0.92 0.573 0.972 0.847 0.886 0.772 0.866
Set_zoned_whole_frequency 0.963 0.99 0.865 0.987 0.94 0.961 0.755 0.984 0.948 0.974 0.869 0.968
02_tcp_le Set_zoned_selected_bands 0 0 0 0 0 0 0 0 0 0 0 0
Set_zoned_background_bands 0.927 0.981 0.906 0.945 0.925 0.974 0.896 0.949 0.901 0.957 0.859 0.934
Set_zoned_whole_frequency 0.959 0.993 0.952 0.966 0.946 0.984 0.94 0.951 0.915 0.973 0.852 0.966
03_tcp_ar_a Set_zoned_selected_bands 0 0 0 0 0 0 0 0 0 0 0 0
Set_zoned_background_bands 0 0 0 0 0 0 0 0 0 0 0 0
Set_zoned_whole_frequency 0.968 0.987 0.738 0.996 0.949 0.941 0.602 0.992 0.949 0.94 0.636 0.987
TCSZ 01_tcp_ar Set_zoned_selected_bands 0 0 0 0 0 0 0 0 0 0 0 0
Set_zoned_background_bands 0.957 0.987 0.824 0.989 0.958 0.971 0.869 0.98 0.93 0.923 0.835 0.953
Set_zoned_whole_frequency 0.968 0.992 0.847 0.991 0.956 0.98 0.827 0.98 0.916 0.931 0.811 0.935
02_tcp_le Set_zoned_selected_bands 0 0 0 0 0 0 0 0 0 0 0 0
Set_zoned_background_bands 0.878 0.96 0.805 0.988 0.865 0.94 0.802 0.961 0.832 0.825 0.801 0.873
Set_zoned_whole_frequency 0.986 0.998 0.986 0.986 0.987 0.998 0.989 0.983 0.976 0.988 0.972 0.981
03_tcp_ar_a Set_zoned_selected_bands 0 0 0 0 0 0 0 0 0 0 0 0
Set_zoned_background_bands 0 0 0 0 0 0 0 0 0 0 0 0
Set_zoned_whole_frequency 0.978 0.993 0.846 0.996 0.976 0.986 0.872 0.99 0.952 0.949 0.724 0.984
FNSZ 01_tcp_ar Set_zoned_selected_bands 0 0 0 0 0 0 0 0 0 0 0 0
Set_zoned_background_bands 0.83 0.887 0.608 0.933 0.792 0.838 0.508 0.924 0.791 0.813 0.56 0.899
Set_zoned_whole_frequency 0.907 0.961 0.686 0.982 0.828 0.847 0.391 0.975 0.797 0.674 0.261 0.977
02_tcp_le Set_zoned_selected_bands 0 0 0 0 0 0 0 0 0 0 0 0
Set_zoned_background_bands 0.863 0.921 0.602 0.962 0.831 0.882 0.503 0.956 0.8 0.821 0.408 0.948
Set_zoned_whole_frequency 0.927 0.977 0.797 0.977 0.882 0.935 0.669 0.962 0.874 0.925 0.675 0.95
03_tcp_ar_a Set_zoned_selected_bands 0 0 0 0 0 0 0 0 0 0 0 0
Set_zoned_background_bands 0 0 0 0 0 0 0 0 0 0 0 0
Set_zoned_whole_frequency 0.903 0.959 0.7 0.968 0.851 0.891 0.522 0.955 0.82 0.789 0.406 0.951
CPSZ 01_tcp_ar Set_zoned_selected_bands 0 0 0 0 0 0 0 0 0 0 0 0
Set_zoned_background_bands 0.869 0.941 0.722 0.946 0.835 0.906 0.659 0.927 0.81 0.856 0.566 0.937
Set_zoned_whole_frequency 0.947 0.987 0.912 0.967 0.911 0.961 0.833 0.955 0.876 0.935 0.745 0.952
02_tcp_le Set_zoned_selected_bands 0 0 0 0 0 0 0 0 0 0 0 0
Set_zoned_background_bands 0.88 0.95 0.769 0.941 0.855 0.92 0.767 0.904 0.728 0.824 0.736 0.729
Set_zoned_whole_frequency 0.937 0.984 0.892 0.963 0.923 0.969 0.857 0.959 0.895 0.949 0.838 0.927
03_tcp_ar_a Set_zoned_selected_bands 0 0 0 0 0 0 0 0 0 0 0 0
Set_zoned_background_bands 0 0 0 0 0 0 0 0 0 0 0 0
Set_zoned_whole_frequency 0.94 0.981 0.817 0.98 0.901 0.94 0.702 0.967 0.892 0.924 0.675 0.964