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

Table 14.

Performance metric of selected bands 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 Selected_bands 0.995 0.994 0.593 1 0.998 0.999 0.883 0.999 0.996 0.973 0.843 0.998
Background_bands 0.998 0.999 0.883 1 0.999 0.999 0.933 1 0.998 0.974 0.909 0.999
Whole_frequency 0.997 0.965 0.833 0.999 0.998 0.999 0.833 1 0.996 0.998 0.843 0.998
02_tcp_le Selected_bands 0.994 0.997 0.92 0.996 0.994 0.996 0.923 0.996 0.988 0.958 0.895 0.992
Background_bands 0.992 0.994 0.889 0.996 0.991 0.985 0.866 0.996 0.982 0.951 0.848 0.987
Whole_frequency 0.993 0.995 0.898 0.997 0.993 0.988 0.896 0.997 0.99 0.959 0.832 0.996
MYSZ 01_tcp_ar Selected_bands 0.991 0.995 0.419 1 0.992 0.992 0.593 0.998 0.991 0.97 0.673 0.996
Background_bands 0.993 0.998 0.616 0.999 0.995 0.998 0.773 0.999 0.993 0.964 0.606 0.998
Whole_frequency 0.993 0.998 0.733 0.997 0.997 0.999 0.893 0.999 0.995 0.999 0.736 0.998
02_tcp_le Selected_bands 0.997 0.925 1 0.766 0.997 0.893 0.999 0.866 0.993 0.932 0.996 0.766
Background_bands 0.997 0.999 1 0.766 0.996 0.998 0.998 0.866 0.984 0.596 0.993 0.2
Whole_frequency 0.997 0.999 1 0.766 0.997 1 1 0.766 0.993 0.75 1 0.5
TNSZ 01_tcp_ar Selected_bands 0.942 0.876 0.279 0.996 0.938 0.838 0.313 0.989 0.887 0.753 0.395 0.928
Background_bands 0.944 0.894 0.305 0.997 0.944 0.885 0.312 0.996 0.892 0.826 0.501 0.924
Whole_frequency 0.948 0.912 0.343 0.998 0.956 0.913 0.484 0.995 0.866 0.79 0.489 0.897
SPSZ 01_tcp_ar Selected_bands 0.912 0.948 0.618 0.988 0.878 0.898 0.579 0.955 0.865 0.878 0.651 0.92
Background_bands 0.946 0.98 0.782 0.988 0.925 0.955 0.776 0.964 0.907 0.919 0.637 0.975
Whole_frequency 0.956 0.987 0.823 0.991 0.928 0.964 0.747 0.975 0.904 0.956 0.819 0.928