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

Table 16.

Performance metric of ablation study 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 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