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Table 6 “Selected Bands” performance metrics of 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 Selected_bands 0.936 0.972 0.669 0.99 0.933 0.942 0.692 0.982 0.88 0.914 0.757 0.906
Background_bands 0.953 0.985 0.808 0.988 0.921 0.942 0.638 0.989 0.931 0.955 0.801 0.962
Whole_frequency 0.97 0.993 0.894 0.989 0.947 0.969 0.791 0.985 0.951 0.975 0.86 0.973
02_tcp_le Selected_bands 0.937 0.987 0.933 0.94 0.935 0.985 0.915 0.953 0.871 0.923 0.894 0.849
Background_bands 0.954 0.991 0.941 0.965 0.944 0.984 0.932 0.954 0.918 0.967 0.878 0.951
Whole_frequency 0.972 0.996 0.969 0.974 0.955 0.989 0.947 0.962 0.937 0.983 0.923 0.949
03_tcp_ar_a Selected_bands 0.955 0.982 0.667 0.991 0.949 0.947 0.707 0.979 0.944 0.938 0.755 0.967
Background_bands 0.96 0.982 0.672 0.995 0.946 0.939 0.602 0.988 0.937 0.939 0.557 0.983
Whole_frequency 0.977 0.99 0.823 0.995 0.965 0.97 0.742 0.993 0.957 0.957 0.73 0.985
TCSZ 01_tcp_ar Selected_bands 0.955 0.982 0.693 0.995 0.939 0.957 0.67 0.979 0.92 0.887 0.701 0.953
Background_bands 0.961 0.989 0.807 0.99 0.951 0.973 0.779 0.983 0.91 0.948 0.861 0.921
Whole_frequency 0.968 0.991 0.83 0.994 0.964 0.985 0.817 0.992 0.93 0.94 0.81 0.953
02_tcp_le Selected_bands 0.999 1 1 0.95 0.999 1 1 0.96 0.993 0.7 1 0.4
Background_bands 0.983 0.998 0.983 0.984 0.981 0.996 0.983 0.979 0.96 0.969 0.971 0.944
Whole_frequency 0.99 0.999 0.992 0.987 0.987 0.997 0.99 0.981 0.955 0.953 0.996 0.893
03_tcp_ar_a Selected_bands 0.976 0.997 0.8 0.994 0.971 0.986 0.856 0.986 0.958 0.984 0.884 0.966
Background_bands 0.966 0.989 0.751 0.995 0.962 0.981 0.765 0.989 0.948 0.956 0.715 0.981
Whole_frequency 0.99 0.998 0.93 0.999 0.989 0.997 0.937 0.996 0.944 0.982 0.907 0.95
FNSZ 01_tcp_ar Selected_bands 0.858 0.904 0.527 0.973 0.819 0.816 0.383 0.97 0.791 0.708 0.317 0.955
Background_bands 0.893 0.951 0.633 0.981 0.823 0.834 0.368 0.977 0.782 0.696 0.203 0.976
Whole_frequency 0.937 0.982 0.79 0.987 0.869 0.9 0.551 0.975 0.837 0.797 0.466 0.962
02_tcp_le Selected_bands 0.898 0.949 0.561 0.989 0.887 0.913 0.575 0.972 0.84 0.869 0.629 0.897
Background_bands 0.921 0.975 0.774 0.977 0.884 0.929 0.697 0.954 0.861 0.897 0.649 0.941
Whole_frequency 0.956 0.99 0.877 0.986 0.913 0.954 0.773 0.965 0.897 0.941 0.741 0.956
03_tcp_ar_a Selected_bands 0.918 0.955 0.623 0.981 0.887 0.904 0.481 0.973 0.855 0.864 0.266 0.98
Background_bands 0.891 0.949 0.647 0.968 0.848 0.887 0.535 0.948 0.829 0.829 0.405 0.964
Whole_frequency 0.932 0.977 0.797 0.974 0.886 0.929 0.687 0.949 0.874 0.909 0.587 0.964
CPSZ 01_tcp_ar Selected_bands 0.901 0.963 0.869 0.925 0.884 0.945 0.84 0.917 0.811 0.875 0.652 0.928
Background_bands 0.935 0.982 0.88 0.967 0.897 0.954 0.807 0.949 0.878 0.925 0.771 0.94
Whole_frequency 0.961 0.992 0.933 0.977 0.929 0.973 0.878 0.959 0.902 0.953 0.826 0.946
02_tcp_le Selected_bands 0.874 0.946 0.748 0.937 0.871 0.922 0.733 0.94 0.759 0.806 0.613 0.833
Background_bands 0.933 0.982 0.88 0.962 0.919 0.966 0.86 0.952 0.842 0.913 0.818 0.855
Whole_frequency 0.959 0.992 0.927 0.977 0.938 0.978 0.886 0.967 0.9 0.949 0.791 0.96
03_tcp_ar_a Selected_bands 0.871 0.933 0.604 0.97 0.839 0.883 0.61 0.924 0.734 0.753 0.596 0.786
Background_bands 0.926 0.974 0.759 0.982 0.9 0.943 0.714 0.963 0.884 0.918 0.643 0.964
Whole_frequency 0.968 0.993 0.908 0.988 0.944 0.977 0.851 0.975 0.929 0.967 0.803 0.972