Skip to main content

Table 14 Performance metric of selected bands 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 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