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Table 8 Performance metrics of GNSZ with “sub-bands” and “sub-zones” selection

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
  01_tcp_ar Zoned_selected_bands 0.935 0.97 0.658 0.991 0.927 0.93 0.613 0.991 0.917 0.912 0.655 0.971
  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
  Zoned_background_bands 0.948 0.983 0.8 0.984 0.92 0.945 0.65 0.985 0.923 0.949 0.791 0.955
  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
  Zoned_whole_frequency 0.968 0.992 0.888 0.987 0.935 0.964 0.732 0.984 0.953 0.975 0.844 0.979
  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 Zoned_selected_bands 0.948 0.99 0.938 0.956 0.949 0.99 0.932 0.964 0.913 0.962 0.947 0.883
  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
GNSZ Zoned_background_bands 0.959 0.993 0.955 0.962 0.945 0.985 0.931 0.956 0.93 0.979 0.898 0.956
  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
  Zoned_whole_frequency 0.971 0.996 0.969 0.974 0.946 0.985 0.935 0.955 0.948 0.989 0.939 0.955
  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 Zoned_selected_bands 0.958 0.983 0.673 0.994 0.941 0.935 0.632 0.979 0.936 0.919 0.688 0.967
  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
  Zoned_background_bands 0.962 0.981 0.694 0.995 0.932 0.916 0.434 0.992 0.941 0.944 0.578 0.985
  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
  Zoned_whole_frequency 0.972 0.987 0.802 0.993 0.952 0.954 0.609 0.994 0.962 0.972 0.744 0.988
  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