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Table 16 Performance metric of ablation study 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 Set_zoned_selected_bands 0 0 0 0 0 0 0 0 0 0 0 0
Set_zoned_background_bands 0.997 0.996 0.816 0.999 0.998 0.998 0.883 1 0.998 0.973 0.883 0.999
Set_zoned_whole_frequency 0.997 0.999 0.833 0.999 0.998 0.999 0.883 0.999 0.998 0.998 0.933 0.998
02_tcp_le Set_zoned_selected_bands 0 0 0 0 0 0 0 0 0 0 0 0
Set_zoned_background_bands 0.991 0.993 0.873 0.996 0.99 0.978 0.846 0.995 0.98 0.929 0.834 0.985
Set_zoned_whole_frequency 0.991 0.993 0.862 0.996 0.991 0.982 0.851 0.997 0.985 0.903 0.66 0.997
MYSZ 01_tcp_ar Set_zoned_selected_bands 0 0 0 0 0 0 0 0 0 0 0 0
Set_zoned_background_bands 0.993 0.998 0.55 1 0.994 0.998 0.916 0.995 0.994 0.997 0.85 0.997
Set_zoned_whole_frequency 0.995 0.999 0.666 1 0.997 1 0.966 0.998 0.994 0.997 0.766 0.997
02_tcp_le Set_zoned_selected_bands 0 0 0 0 0 0 0 0 0 0 0 0
Set_zoned_background_bands 0.997 0.945 1 0.766 0.996 0.995 0.999 0.766 0.985 0.712 0.993 0.4
Set_zoned_whole_frequency 0.997 0.999 1 0.766 0.998 0.999 1 0.866 0.997 0.883 1 0.766
TNSZ 01_tcp_ar Set_zoned_selected_bands 0 0 0 0 0 0 0 0 0 0 0 0
Set_zoned_background_bands 0.983 0.966 0.694 0.996 0.983 0.92 0.724 0.994 0.95 0.54 0.123 0.982
Set_zoned_whole_frequency 0.949 0.926 0.364 0.997 0.948 0.908 0.389 0.994 0.909 0.808 0.401 0.95
SPSZ 01_tcp_ar 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 0.945 0.985 0.767 0.99 0.926 0.963 0.765 0.967 0.911 0.943 0.751 0.955