Appendicitis
Algorithm Granularity CNFmin nr nv SIGN WRAcc SUPc FCNF
NMEEF-SD withRe-Init 3 0.6 7.00 2.71 1.794 0.095 1.000 0.902
0.7 7.00 2.71 1.794 0.095 1.000 0.902
0.8 7.00 2.71 1.794 0.095 1.000 0.902
0.9 3.20 2.59 1.914 0.098 1.000 0.906
5 0.6 6.96 2.20 1.813 0.063 0.805 0.828
0.7 6.02 2.23 1.565 0.059 0.809 0.842
0.8 4.60 2.07 1.211 0.056 0.840 0.885
0.9 2.30 2.00 1.663 0.074 0.823 0.952
NMEEF-SD without Re-Init 3 0.6 1.00 2.00 1.634 0.092 1.000 0.908
0.7 1.00 2.00 1.634 0.092 1.000 0.908
0.8 1.00 2.00 1.634 0.092 1.000 0.908
0.9 0.86 1.72 1.586 0.084 0.860 0.785
5 0.6 4.06 2.00 1.727 0.065 0.835 0.858
0.7 3.26 2.00 1.231 0.059 0.848 0.895
0.8 3.06 2.00 1.223 0.058 0.856 0.917
0.9 1.86 2.00 1.656 0.074 0.830 0.952
Australian
Algorithm Granularity CNFmin nr nv SIGN WRAcc SUPc FCNF
NMEEF-SD withRe-Init 3 0.6 14.22 3.41 9.878 0.104 0.861 0.768
0.7 6.28 3.23 18.583 0.147 0.805 0.892
0.8 4.78 3.55 19.394 0.145 0.787 0.921
0.9 4.28 3.59 19.906 0.146 0.782 0.933
5 0.6 10.12 2.80 13.169 0.133 0.869 0.801
0.7 4.68 2.74 21.942 0.172 0.815 0.897
0.8 3.68 2.94 22.933 0.170 0.785 0.926
0.9 3.58 2.92 23.178 0.171 0.783 0.930
NMEEF-SD without Re-Init 3 0.6 4.60 3.69 12.850 0.133 0.880 0.783
0.7 2.30 2.96 20.692 0.175 0.854 0.861
0.8 1.30 3.81 22.891 0.172 0.792 0.925
0.9 1.20 3.81 23.204 0.172 0.789 0.931
5 0.6 4.90 3.00 12.768 0.136 0.885 0.789
0.7 2.10 2.52 20.956 0.176 0.854 0.860
0.8 1.10 3.00 23.687 0.173 0.785 0.928
0.9 1.00 3.00 24.001 0.173 0.781 0.935
Balance
Algorithm Granularity CNFmin nr nv SIGN WRAcc SUPc FCNF
NMEEF-SD withRe-Init 3 0.6 2.30 2.00 5.326 0.070 0.530 0.698
0.7 2.10 2.00 5.202 0.068 0.526 0.692
0.8 0.00 0.00 0.000 0.000 0.000 0.000
0.9 0.00 0.00 0.000 0.000 0.000 0.000
5 0.6 2.60 2.00 6.914 0.056 0.295 0.778
0.7 2.60 2.00 6.914 0.056 0.295 0.778
0.8 0.00 0.00 0.000 0.000 0.000 0.000
0.9 0.00 0.00 0.000 0.000 0.000 0.000
NMEEF-SD without Re-Init 3 0.6 2.30 2.00 5.326 0.070 0.530 0.698
0.7 2.10 2.00 5.202 0.068 0.526 0.692
0.8 0.00 0.00 0.000 0.000 0.000 0.000
0.9 0.00 0.00 0.000 0.000 0.000 0.000
5 0.6 2.08 2.00 6.834 0.054 0.295 0.764
0.7 2.08 2.00 6.834 0.054 0.295 0.764
0.8 0.20 0.40 0.671 0.006 0.057 0.121
0.9 0.00 0.00 0.000 0.000 0.000 0.000
Breast
Algorithm Granularity CNFmin nr nv SIGN WRAcc SUPc FCNF
NMEEF-SD withRe-Init - 0.6 5.00 2.21 18.076 0.135 0.808 0.905
0.7 5.00 2.21 18.076 0.135 0.808 0.905
0.8 4.00 2.26 21.721 0.146 0.764 0.941
0.9 2.90 2.38 22.722 0.162 0.846 0.955
NMEEF-SD without Re-Init - 0.6 4.20 2.18 18.503 0.126 0.730 0.930
0.7 4.20 2.18 18.503 0.126 0.730 0.930
0.8 3.40 2.23 21.542 0.135 0.687 0.961
0.9 2.92 2.28 23.015 0.146 0.737 0.975
Bridges
Algorithm Granularity CNFmin nr nv SIGN WRAcc SUPc FCNF
NMEEF-SD withRe-Init 3 0.6 4.50 2.29 1.018 0.026 0.743 0.912
0.7 4.50 2.29 1.018 0.026 0.743 0.912
0.8 4.00 2.34 1.027 0.024 0.728 0.911
0.9 2.60 2.51 0.928 0.036 0.698 0.935
5 0.6 3.74 2.21 0.944 0.032 0.646 0.930
0.7 3.74 2.21 0.944 0.032 0.646 0.930
0.8 3.74 2.21 0.944 0.032 0.646 0.930
0.9 2.72 2.28 0.903 0.026 0.630 0.922
NMEEF-SD without Re-Init 3 0.6 3.50 2.38 1.049 0.034 0.720 0.932
0.7 3.50 2.38 1.049 0.034 0.720 0.932
0.8 3.50 2.38 1.049 0.034 0.720 0.932
0.9 2.50 2.52 0.940 0.037 0.697 0.940
5 0.6 3.42 2.20 0.915 0.029 0.645 0.926
0.7 3.42 2.20 0.915 0.029 0.645 0.926
0.8 3.42 2.20 0.915 0.029 0.645 0.926
0.9 2.44 2.26 0.863 0.024 0.630 0.918
Bupa
Algorithm Granularity CNFmin nr nv SIGN WRAcc SUPc FCNF
NMEEF-SD withRe-Init 3 0.6 5.00 2.96 0.610 0.010 0.973 0.622
0.7 0.00 0.00 0.000 0.000 0.000 0.000
0.8 0.00 0.00 0.000 0.000 0.000 0.000
0.9 0.00 0.00 0.000 0.000 0.000 0.000
5 0.6 3.46 2.22 0.886 0.029 0.903 0.624
0.7 0.00 0.00 0.000 0.000 0.000 0.000
0.8 0.00 0.00 0.000 0.000 0.000 0.000
0.9 0.00 0.00 0.000 0.000 0.000 0.000
NMEEF-SD without Re-Init 3 0.6 1.90 2.28 0.865 0.015 0.761 0.476
0.7 0.00 0.00 0.000 0.000 0.000 0.000
0.8 0.00 0.00 0.000 0.000 0.000 0.000
0.9 0.00 0.00 0.000 0.000 0.000 0.000
5 0.6 3.38 2.22 0.896 0.029 0.900 0.621
0.7 0.00 0.00 0.000 0.000 0.000 0.000
0.8 0.00 0.00 0.000 0.000 0.000 0.000
0.9 0.00 0.00 0.000 0.000 0.000 0.000
Car
Algorithm Granularity CNFmin nr nv SIGN WRAcc SUPc FCNF
NMEEF-SD withRe-Init - 0.6 1.10 2.00 37.848 0.092 0.439 1.000
0.7 1.10 2.00 37.848 0.092 0.439 1.000
0.8 1.10 2.00 37.848 0.092 0.439 1.000
0.9 1.10 2.00 37.848 0.092 0.439 1.000
NMEEF-SD without Re-Init - 0.6 1.00 2.00 38.592 0.094 0.447 1.000
0.7 1.00 2.00 38.592 0.094 0.447 1.000
0.8 1.00 2.00 38.592 0.094 0.447 1.000
0.9 1.00 2.00 38.592 0.094 0.447 1.000
Chess
Algorithm Granularity CNFmin nr nv SIGN WRAcc SUPc FCNF
NMEEF-SD withRe-Init - 0.6 19.50 4.95 52.927 0.117 0.740 0.784
0.7 12.52 5.31 73.964 0.134 0.678 0.864
0.8 9.00 4.72 89.340 0.140 0.626 0.918
0.9 6.56 4.61 96.122 0.138 0.590 0.941
NMEEF-SD without Re-Init - 0.6 17.50 6.38 36.650 0.114 0.810 0.728
0.7 9.76 6.90 51.223 0.130 0.777 0.786
0.8 3.40 5.32 85.848 0.145 0.664 0.903
0.9 2.04 4.66 93.126 0.143 0.629 0.927
Cleveland
Algorithm Granularity CNFmin nr nv SIGN WRAcc SUPc FCNF
NMEEF-SD withRe-Init 3 0.6 4.80 2.52 7.367 0.108 0.897 0.721
0.7 2.60 2.84 9.100 0.128 0.851 0.773
0.8 1.10 3.00 9.889 0.137 0.795 0.821
0.9 0.00 0.00 0.000 0.000 0.000 0.000
5 0.6 5.22 2.27 7.622 0.112 0.781 0.759
0.7 4.32 2.33 7.768 0.113 0.761 0.769
0.8 1.40 3.00 10.034 0.135 0.681 0.860
0.9 0.00 0.00 0.000 0.000 0.000 0.000
NMEEF-SD without Re-Init 3 0.6 4.12 2.49 7.532 0.114 0.909 0.724
0.7 2.32 2.90 9.286 0.128 0.861 0.771
0.8 1.00 3.00 9.946 0.137 0.798 0.818
0.9 0.00 0.00 0.000 0.000 0.000 0.000
5 0.6 4.36 2.26 7.245 0.112 0.779 0.759
0.7 3.46 2.33 7.807 0.116 0.755 0.776
0.8 1.10 2.94 9.584 0.131 0.666 0.840
0.9 0.00 0.00 0.000 0.000 0.000 0.000
Dermatology
Algorithm Granularity CNFmin nr nv SIGN WRAcc SUPc FCNF
NMEEF-SD withRe-Init - 0.6 11.40 5.77 20.089 0.149 0.971 0.764
0.7 7.40 5.86 21.086 0.163 0.976 0.823
0.8 3.82 5.86 22.671 0.186 0.979 0.914
0.9 2.06 6.38 23.688 0.199 0.986 0.934
NMEEF-SD without Re-Init - 0.6 7.26 8.32 18.811 0.120 0.944 0.786
0.7 5.66 8.24 20.407 0.138 0.950 0.837
0.8 2.90 7.90 21.163 0.160 0.945 0.930
0.9 2.16 7.25 21.824 0.178 0.949 0.914
Diabetes
Algorithm Granularity CNFmin nr nv SIGN WRAcc SUPc FCNF
NMEEF-SD withRe-Init 3 0.6 8.58 3.42 3.243 0.029 0.853 0.696
0.7 8.38 3.46 3.205 0.029 0.861 0.698
0.8 0.00 0.00 0.000 0.000 0.000 0.000
0.9 0.00 0.00 0.000 0.000 0.000 0.000
5 0.6 3.80 2.00 1.417 0.012 0.789 0.669
0.7 1.00 2.00 3.059 0.015 0.694 0.666
0.8 0.00 0.00 0.000 0.000 0.000 0.000
0.9 0.00 0.00 0.000 0.000 0.000 0.000
NMEEF-SD without Re-Init 3 0.6 8.40 3.42 3.215 0.028 0.856 0.697
0.7 8.24 3.45 3.185 0.028 0.863 0.698
0.8 0.00 0.00 0.000 0.000 0.000 0.000
0.9 0.00 0.00 0.000 0.000 0.000 0.000
5 0.6 3.58 2.00 1.540 0.014 0.788 0.672
0.7 1.00 2.00 3.059 0.015 0.694 0.666
0.8 0.00 0.00 0.000 0.000 0.000 0.000
0.9 0.00 0.00 0.000 0.000 0.000 0.000
Echo
Algorithm Granularity CNFmin nr nv SIGN WRAcc SUPc FCNF
NMEEF-SD withRe-Init 3 0.6 9.02 2.85 0.912 0.024 0.687 0.702
0.7 6.48 2.98 1.004 0.036 0.679 0.726
0.8 0.60 2.00 0.449 0.015 0.307 0.359
0.9 0.00 0.00 0.000 0.000 0.000 0.000
5 0.6 4.92 2.27 1.262 0.027 0.606 0.726
0.7 3.62 2.35 1.293 0.043 0.628 0.757
0.8 1.10 2.30 1.325 0.053 0.500 0.665
0.9 0.00 0.00 0.000 0.000 0.000 0.000
NMEEF-SD without Re-Init 3 0.6 6.50 2.92 0.848 0.020 0.657 0.691
0.7 5.10 2.99 0.984 0.033 0.664 0.717
0.8 0.50 2.00 0.449 0.015 0.302 0.357
0.9 0.00 0.00 0.000 0.000 0.000 0.000
5 0.6 4.50 2.27 1.300 0.032 0.615 0.731
0.7 3.46 2.33 1.293 0.046 0.637 0.759
0.8 1.10 2.30 1.325 0.053 0.500 0.665
0.9 0.00 0.00 0.000 0.000 0.000 0.000
German
Algorithm Granularity CNFmin nr nv SIGN WRAcc SUPc FCNF
NMEEF-SD withRe-Init 3 0.6 9.70 2.71 2.980 0.035 0.767 0.775
0.7 8.80 2.77 3.077 0.040 0.746 0.784
0.8 1.68 2.34 7.574 0.067 0.479 0.882
0.9 0.58 1.56 4.580 0.035 0.235 0.471
5 0.6 7.22 2.30 2.264 0.028 0.729 0.763
0.7 6.58 2.33 2.480 0.031 0.707 0.770
0.8 1.50 2.25 7.997 0.070 0.477 0.888
0.9 0.50 1.50 4.689 0.036 0.223 0.454
NMEEF-SD without Re-Init 3 0.6 10.02 2.76 2.842 0.036 0.778 0.772
0.7 9.34 2.82 2.926 0.040 0.763 0.779
0.8 1.56 2.30 7.371 0.065 0.473 0.859
0.9 0.48 1.44 4.554 0.035 0.217 0.436
5 0.6 7.22 2.36 2.355 0.029 0.713 0.766
0.7 7.08 2.37 2.406 0.029 0.709 0.768
0.8 1.52 2.25 7.970 0.070 0.478 0.888
0.9 0.50 1.50 4.689 0.036 0.223 0.454
Glass
Algorithm Granularity CNFmin nr nv SIGN WRAcc SUPc FCNF
NMEEF-SD withRe-Init 3 0.6 1.64 2.62 1.774 0.013 0.292 0.339
0.7 1.06 1.76 0.753 0.007 0.147 0.209
0.8 0.94 1.31 0.406 0.002 0.081 0.134
0.9 0.60 1.24 0.256 0.001 0.061 0.096
5 0.6 6.46 3.78 3.854 0.034 0.576 0.770
0.7 6.02 3.77 3.799 0.035 0.579 0.799
0.8 3.94 3.89 3.739 0.035 0.571 0.821
0.9 2.32 4.22 3.059 0.028 0.554 0.820
NMEEF-SD without Re-Init 3 0.6 0.50 1.07 1.319 0.009 0.133 0.247
0.7 0.28 0.56 0.797 0.008 0.067 0.186
0.8 0.28 0.56 0.797 0.008 0.067 0.186
0.9 0.28 0.56 0.797 0.008 0.067 0.186
5 0.6 1.22 3.02 4.825 0.042 0.603 0.759
0.7 1.14 2.96 4.919 0.043 0.607 0.785
0.8 0.90 2.70 4.583 0.041 0.553 0.728
0.9 0.38 1.14 2.523 0.023 0.247 0.280
Haberman
Algorithm Granularity CNFmin nr nv SIGN WRAcc SUPc FCNF
NMEEF-SD withRe-Init 3 0.6 2.60 2.20 0.411 0.003 0.878 0.749
0.7 2.60 2.20 0.411 0.003 0.878 0.749
0.8 0.00 0.00 0.000 0.000 0.000 0.000
0.9 0.00 0.00 0.000 0.000 0.000 0.000
5 0.6 1.00 2.00 0.767 0.050 0.933 0.803
0.7 1.00 2.00 0.767 0.050 0.933 0.803
0.8 0.80 1.60 0.315 0.031 0.746 0.628
0.9 0.00 0.00 0.000 0.000 0.000 0.000
NMEEF-SD without Re-Init 3 0.6 2.00 2.25 0.422 0.008 0.852 0.753
0.7 2.00 2.25 0.422 0.008 0.852 0.753
0.8 0.00 0.00 0.000 0.000 0.000 0.000
0.9 0.00 0.00 0.000 0.000 0.000 0.000
5 0.6 1.00 2.00 0.767 0.050 0.933 0.803
0.7 1.00 2.00 0.767 0.050 0.933 0.803
0.8 0.80 1.60 0.315 0.031 0.746 0.628
0.9 0.00 0.00 0.000 0.000 0.000 0.000
Hayes-roth
Algorithm Granularity CNFmin nr nv SIGN WRAcc SUPc FCNF
NMEEF-SD withRe-Init - 0.6 1.60 2.00 1.327 0.010 0.156 0.384
0.7 1.20 2.00 1.102 0.022 0.117 0.400
0.8 1.20 2.00 1.102 0.022 0.117 0.400
0.9 1.20 2.00 1.102 0.022 0.117 0.400
NMEEF-SD without Re-Init - 0.6 1.46 2.00 1.327 0.010 0.156 0.384
0.7 1.06 2.00 1.102 0.022 0.117 0.400
0.8 1.06 2.00 1.102 0.022 0.117 0.400
0.9 1.06 2.00 1.102 0.022 0.117 0.400
Heart
Algorithm Granularity CNFmin nr nv SIGN WRAcc SUPc FCNF
NMEEF-SD withRe-Init 3 0.6 7.00 2.46 3.389 0.100 0.817 0.722
0.7 4.04 2.61 3.661 0.104 0.770 0.777
0.8 1.56 2.95 3.602 0.100 0.693 0.801
0.9 0.00 0.00 0.000 0.000 0.000 0.000
5 0.6 6.06 2.21 3.401 0.101 0.719 0.754
0.7 5.28 2.26 3.144 0.098 0.710 0.752
0.8 1.40 2.95 4.413 0.109 0.616 0.835
0.9 0.00 0.00 0.000 0.000 0.000 0.000
NMEEF-SD without Re-Init 3 0.6 5.74 2.39 3.551 0.106 0.827 0.735
0.7 3.54 2.64 3.805 0.106 0.777 0.778
0.8 1.24 3.00 3.709 0.100 0.685 0.802
0.9 0.00 0.00 0.000 0.000 0.000 0.000
5 0.6 5.68 2.21 3.438 0.103 0.726 0.754
0.7 4.86 2.25 3.298 0.100 0.711 0.755
0.8 1.32 2.78 4.337 0.103 0.587 0.804
0.9 0.00 0.00 0.000 0.000 0.000 0.000
Hepatitis
Algorithm Granularity CNFmin nr nv SIGN WRAcc SUPc FCNF
NMEEF-SD withRe-Init 3 0.6 16.82 3.35 1.174 0.025 0.848 0.816
0.7 16.56 3.32 1.178 0.024 0.852 0.826
0.8 13.18 3.51 1.322 0.036 0.819 0.847
0.9 4.74 4.22 1.496 0.051 0.734 0.878
5 0.6 8.38 2.85 1.450 0.040 0.812 0.837
0.7 8.18 2.82 1.450 0.040 0.815 0.848
0.8 7.12 2.93 1.501 0.047 0.805 0.857
0.9 3.52 3.46 1.539 0.053 0.750 0.869
NMEEF-SD without Re-Init 3 0.6 10.60 3.62 1.415 0.043 0.794 0.841
0.7 10.26 3.51 1.361 0.041 0.800 0.854
0.8 9.48 3.60 1.431 0.047 0.788 0.869
0.9 5.10 4.27 1.486 0.050 0.718 0.879
5 0.6 6.62 2.99 1.386 0.047 0.802 0.842
0.7 6.42 2.94 1.386 0.046 0.804 0.857
0.8 5.90 3.00 1.442 0.050 0.796 0.863
0.9 3.22 3.54 1.514 0.052 0.750 0.868
Hypo
Algorithm Granularity CNFmin nr nv SIGN WRAcc SUPc FCNF
NMEEF-SD withRe-Init 3 0.6 4.44 2.45 8.863 0.020 0.995 0.979
0.7 4.44 2.45 8.863 0.020 0.995 0.979
0.8 4.44 2.45 8.863 0.020 0.995 0.979
0.9 4.44 2.45 8.863 0.020 0.995 0.979
5 0.6 7.34 2.58 10.600 0.022 0.958 0.978
0.7 7.34 2.58 10.600 0.022 0.958 0.978
0.8 7.34 2.58 10.600 0.022 0.958 0.978
0.9 7.34 2.58 10.600 0.022 0.958 0.978
NMEEF-SD without Re-Init 3 0.6 1.98 2.34 12.171 0.025 0.997 0.981
0.7 1.98 2.34 12.171 0.025 0.997 0.981
0.8 1.98 2.34 12.171 0.025 0.997 0.981
0.9 1.98 2.34 12.171 0.025 0.997 0.981
5 0.6 3.68 2.23 10.737 0.024 0.943 0.979
0.7 3.68 2.23 10.737 0.024 0.943 0.979
0.8 3.68 2.23 10.737 0.024 0.943 0.979
0.9 3.68 2.23 10.737 0.024 0.943 0.979
Ion
Algorithm Granularity CNFmin nr nv SIGN WRAcc SUPc FCNF
NMEEF-SD withRe-Init 3 0.6 13.26 3.46 5.585 0.119 0.975 0.828
0.7 12.26 3.58 6.047 0.129 0.973 0.844
0.8 8.72 4.01 7.513 0.144 0.966 0.879
0.9 2.04 4.56 9.397 0.148 0.910 0.884
5 0.6 11.64 2.97 2.852 0.067 0.829 0.710
0.7 9.48 3.13 3.248 0.077 0.844 0.746
0.8 2.82 3.50 5.281 0.107 0.846 0.813
0.9 0.00 0.00 0.000 0.000 0.000 0.000
NMEEF-SD without Re-Init 3 0.6 2.42 4.39 8.877 0.150 0.956 0.912
0.7 2.42 4.39 8.877 0.150 0.956 0.912
0.8 2.42 4.39 8.877 0.150 0.956 0.912
0.9 1.40 4.61 9.940 0.153 0.935 0.912
5 0.6 4.82 2.71 3.930 0.076 0.717 0.751
0.7 4.28 2.75 4.070 0.080 0.748 0.777
0.8 1.94 2.99 5.699 0.097 0.747 0.833
0.9 0.26 0.67 0.770 0.013 0.110 0.141
Iris
Algorithm Granularity CNFmin nr nv SIGN WRAcc SUPc FCNF
NMEEF-SD withRe-Init 3 0.6 17.02 2.88 7.069 0.151 0.982 0.821
0.7 12.90 2.82 7.013 0.143 0.980 0.884
0.8 10.12 2.89 7.278 0.147 0.982 0.908
0.9 5.10 2.79 9.710 0.185 0.987 0.952
5 0.6 7.60 2.32 8.479 0.177 0.985 0.918
0.7 7.50 2.32 8.502 0.178 0.987 0.922
0.8 6.50 2.37 8.778 0.180 0.988 0.953
0.9 4.50 2.54 9.199 0.187 0.987 0.983
NMEEF-SD without Re-Init 3 0.6 4.62 2.39 9.033 0.190 1.000 0.874
0.7 3.62 2.21 9.304 0.188 1.000 0.934
0.8 3.54 2.22 9.375 0.190 1.000 0.935
0.9 2.44 2.31 10.986 0.222 1.000 0.963
5 0.6 3.32 2.00 8.390 0.183 0.994 0.880
0.7 3.32 2.00 8.390 0.183 0.994 0.880
0.8 2.34 2.00 9.069 0.191 1.000 0.943
0.9 1.42 2.00 10.093 0.206 1.000 0.988
Led
Algorithm Granularity CNFmin nr nv SIGN WRAcc SUPc FCNF
NMEEF-SD withRe-Init 3 0.6 4.70 3.37 17.227 0.064 0.786 0.624
0.7 0.40 1.40 5.034 0.014 0.207 0.188
0.8 0.00 0.00 0.000 0.000 0.000 0.000
0.9 0.00 0.00 0.000 0.000 0.000 0.000
5 0.6 4.70 3.37 17.227 0.064 0.786 0.624
0.7 0.00 0.00 0.000 0.000 0.000 0.000
0.8 0.00 0.00 0.000 0.000 0.000 0.000
0.9 0.00 0.00 0.000 0.000 0.000 0.000
NMEEF-SD without Re-Init 3 0.6 4.48 3.37 17.340 0.064 0.790 0.624
0.7 0.00 0.00 0.000 0.000 0.000 0.000
0.8 0.00 0.00 0.000 0.000 0.000 0.000
0.9 0.00 0.00 0.000 0.000 0.000 0.000
5 0.6 4.48 3.37 17.334 0.064 0.791 0.624
0.7 0.00 0.00 0.000 0.000 0.000 0.000
0.8 0.00 0.00 0.000 0.000 0.000 0.000
0.9 0.00 0.00 0.000 0.000 0.000 0.000
Lymp
Algorithm Granularity CNFmin nr nv SIGN WRAcc SUPc FCNF
NMEEF-SD withRe-Init - 0.6 14.60 3.63 2.776 0.086 0.510 0.584
0.7 11.38 3.72 3.238 0.094 0.516 0.630
0.8 8.82 3.86 3.372 0.091 0.474 0.603
0.9 4.48 4.53 3.573 0.091 0.413 0.596
NMEEF-SD without Re-Init - 0.6 14.50 3.92 1.817 0.053 0.344 0.393
0.7 13.40 3.97 1.912 0.054 0.321 0.387
0.8 11.94 4.04 1.794 0.045 0.275 0.343
0.9 9.18 4.21 1.728 0.040 0.229 0.303
Marketing
Algorithm Granularity CNFmin nr nv SIGN WRAcc SUPc FCNF
NMEEF-SD withRe-Init - 0.6 0.44 0.88 63.550 0.032 0.244 0.265
0.7 0.00 0.00 0.000 0.000 0.000 0.000
0.8 0.00 0.00 0.000 0.000 0.000 0.000
0.9 0.00 0.00 0.000 0.000 0.000 0.000
NMEEF-SD without Re-Init - 0.6 0.28 0.56 40.688 0.021 0.156 0.169
0.7 0.00 0.00 0.000 0.000 0.000 0.000
0.8 0.00 0.00 0.000 0.000 0.000 0.000
0.9 0.00 0.00 0.000 0.000 0.000 0.000
Mushrooms
Algorithm Granularity CNFmin nr nv SIGN WRAcc SUPc FCNF
NMEEF-SD withRe-Init - 0.6 14.26 3.78 180.751 0.150 0.856 0.786
0.7 8.42 3.88 258.371 0.173 0.827 0.867
0.8 5.54 3.86 327.184 0.190 0.821 0.931
0.9 3.86 3.76 363.826 0.195 0.816 0.960
NMEEF-SD without Re-Init - 0.6 10.20 4.27 164.617 0.144 0.858 0.766
0.7 5.04 4.35 257.956 0.170 0.827 0.861
0.8 2.72 4.58 374.803 0.196 0.817 0.965
0.9 2.72 4.58 374.803 0.196 0.817 0.965
Nursery
Algorithm Granularity CNFmin nr nv SIGN WRAcc SUPc FCNF
NMEEF-SD withRe-Init - 0.6 1.86 4.65 541.133 0.127 0.570 0.570
0.7 1.22 2.73 844.878 0.198 0.890 0.890
0.8 1.22 2.73 844.878 0.198 0.890 0.890
0.9 1.22 2.73 844.878 0.198 0.890 0.890
NMEEF-SD without Re-Init - 0.6 2.00 5.10 474.712 0.111 0.500 0.500
0.7 1.30 3.00 806.932 0.189 0.850 0.850
0.8 1.30 3.00 806.932 0.189 0.850 0.850
0.9 1.30 3.00 806.932 0.189 0.850 0.850
Tic-tac-toe
Algorithm Granularity CNFmin nr nv SIGN WRAcc SUPc FCNF
NMEEF-SD withRe-Init - 0.6 1.00 2.00 5.240 0.069 0.584 0.799
0.7 1.00 2.00 5.240 0.069 0.584 0.799
0.8 0.00 0.00 0.000 0.000 0.000 0.000
0.9 0.00 0.00 0.000 0.000 0.000 0.000
NMEEF-SD without Re-Init - 0.6 1.00 2.00 5.240 0.069 0.584 0.799
0.7 1.00 2.00 5.240 0.069 0.584 0.799
0.8 0.60 1.20 1.743 0.033 0.333 0.460
0.9 0.00 0.00 0.000 0.000 0.000 0.000
Vehicle
Algorithm Granularity CNFmin nr nv SIGN WRAcc SUPc FCNF
NMEEF-SD withRe-Init 3 0.6 0.00 0.00 0.000 0.000 0.000 0.000
0.7 0.00 0.00 0.000 0.000 0.000 0.000
0.8 0.00 0.00 0.000 0.000 0.000 0.000
0.9 0.00 0.00 0.000 0.000 0.000 0.000
5 0.6 0.00 0.00 0.000 0.000 0.000 0.000
0.7 0.00 0.00 0.000 0.000 0.000 0.000
0.8 0.00 0.00 0.000 0.000 0.000 0.000
0.9 0.00 0.00 0.000 0.000 0.000 0.000
NMEEF-SD without Re-Init 3 0.6 0.00 0.00 0.000 0.000 0.000 0.000
0.7 0.00 0.00 0.000 0.000 0.000 0.000
0.8 0.00 0.00 0.000 0.000 0.000 0.000
0.9 0.00 0.00 0.000 0.000 0.000 0.000
5 0.6 0.00 0.00 0.000 0.000 0.000 0.000
0.7 0.00 0.00 0.000 0.000 0.000 0.000
0.8 0.00 0.00 0.000 0.000 0.000 0.000
0.9 0.00 0.00 0.000 0.000 0.000 0.000
Vote
Algorithm Granularity CNFmin nr nv SIGN WRAcc SUPc FCNF
NMEEF-SD withRe-Init - 0.6 3.30 2.02 14.078 0.163 0.962 0.838
0.7 2.10 2.03 21.109 0.216 0.966 0.932
0.8 2.10 2.03 21.109 0.216 0.966 0.932
0.9 1.10 2.05 21.974 0.217 0.946 0.979
NMEEF-SD without Re-Init - 0.6 2.76 2.03 16.633 0.182 0.963 0.877
0.7 2.10 2.03 21.109 0.216 0.966 0.932
0.8 2.10 2.03 21.109 0.216 0.966 0.932
0.9 1.10 2.05 21.974 0.217 0.946 0.979
Wine
Algorithm Granularity CNFmin nr nv SIGN WRAcc SUPc FCNF
NMEEF-SD withRe-Init 3 0.6 13.76 3.50 5.130 0.088 0.882 0.791
0.7 5.88 4.07 4.773 0.074 0.830 0.844
0.8 2.82 3.27 3.950 0.061 0.638 0.689
0.9 0.54 1.14 1.032 0.017 0.208 0.227
5 0.6 6.26 2.44 4.752 0.062 0.659 0.720
0.7 3.96 2.34 6.212 0.102 0.803 0.908
0.8 3.62 2.35 6.242 0.107 0.827 0.920
0.9 1.28 1.66 5.874 0.105 0.648 0.678
NMEEF-SD without Re-Init 3 0.6 2.00 2.09 8.281 0.157 0.971 0.784
0.7 0.40 0.67 2.571 0.046 0.315 0.243
0.8 0.00 0.00 0.000 0.000 0.000 0.000
0.9 0.00 0.00 0.000 0.000 0.000 0.000
5 0.6 3.80 2.19 5.531 0.076 0.719 0.755
0.7 2.48 2.01 7.067 0.119 0.813 0.903
0.8 2.24 2.01 7.187 0.123 0.840 0.900
0.9 0.94 1.32 5.331 0.095 0.568 0.584