| Appendicitis | ||||||
| Algorithm | nr | nv | SIGN | WRAcc | SUP | CNF |
| NMEEF-SD | 3.20 | 2.59 | 1.914 | 0.098 | 1.000 | 0.906 |
| CN2-SD | 13.00 | 1.95 | 1.465 | 0.053 | 0.542 | 0.205 |
| Apriori-SD | 8.50 | 1.71 | 1.642 | 0.094 | 0.688 | 0.802 |
| Australian | ||||||
| Algorithm | nr | nv | SIGN | WRAcc | SUP | CNF |
| NMEEF-SD | 3.58 | 2.92 | 23.178 | 0.171 | 0.783 | 0.930 |
| CN2-SD | 19.60 | 3.12 | 13.134 | 0.070 | 0.603 | 0.737 |
| Apriori-SD | 9.00 | 1.79 | 15.473 | 0.078 | 0.592 | 0.786 |
| Balance | ||||||
| Algorithm | nr | nv | SIGN | WRAcc | SUP | CNF |
| NMEEF-SD | 2.30 | 2.00 | 5.326 | 0.070 | 0.530 | 0.698 |
| CN2-SD | 10.80 | 1.76 | 8.371 | 0.055 | 0.478 | 0.555 |
| Apriori-SD | 10.00 | 1.98 | 10.814 | 0.070 | 0.431 | 0.814 |
| Breast-w | ||||||
| Algorithm | nr | nv | SIGN | WRAcc | SUP | CNF |
| NMEEF-SD | 2.90 | 2.38 | 22.722 | 0.162 | 0.846 | 0.955 |
| CN2-SD | 17.60 | 5.25 | 28.874 | 0.191 | 0.911 | 0.949 |
| Apriori-SD | 10.00 | 1.02 | 18.521 | 0.103 | 0.567 | 0.965 |
| Bridges | ||||||
| Algorithm | nr | nv | SIGN | WRAcc | SUP | CNF |
| NMEEF-SD | 2.60 | 2.51 | 0.928 | 0.036 | 0.698 | 0.935 |
| CN2-SD | 10.50 | 2.07 | 0.772 | 0.034 | 0.505 | 0.407 |
| Apriori-SD | 7.10 | 1.41 | 0.655 | 0.047 | 0.410 | 0.683 |
| Bupa | ||||||
| Algorithm | nr | nv | SIGN | WRAcc | SUP | CNF |
| NMEEF-SD | 3.46 | 2.22 | 0.886 | 0.029 | 0.903 | 0.624 |
| CN2-SD | 2.00 | 1.00 | 0.853 | 0.020 | 0.500 | 0.565 |
| Apriori-SD | 4.67 | 1.74 | 0.922 | -0.004 | 0.514 | 0.485 |
| Car | ||||||
| Algorithm | nr | nv | SIGN | WRAcc | SUP | CNF |
| NMEEF-SD | 1.10 | 2.00 | 37.848 | 0.092 | 0.439 | 1.000 |
| CN2-SD | 13.40 | 2.81 | 31.240 | 0.075 | 0.627 | 0.728 |
| Apriori-SD | 5.00 | 1.06 | 21.700 | 0.051 | 0.367 | 0.899 |
| Cleveland | ||||||
| Algorithm | nr | nv | SIGN | WRAcc | SUP | CNF |
| NMEEF-SD | 1.40 | 3.00 | 10.034 | 0.135 | 0.681 | 0.860 |
| CN2-SD | 29.40 | 2.33 | 7.216 | 0.026 | 0.425 | 0.206 |
| Apriori-SD | 5.00 | 1.98 | 8.889 | 0.084 | 0.655 | 0.851 |
| Diabetes | ||||||
| Algorithm | nr | nv | SIGN | WRAcc | SUP | CNF |
| NMEEF-SD | 8.38 | 3.46 | 3.205 | 0.029 | 0.861 | 0.698 |
| CN2-SD | 25.20 | 2.27 | 4.569 | 0.029 | 0.515 | 0.725 |
| Apriori-SD | 9.20 | 1.90 | 4.849 | 0.039 | 0.290 | 0.803 |
| Echo | ||||||
| Algorithm | nr | nv | SIGN | WRAcc | SUP | CNF |
| NMEEF-SD | 3.62 | 2.35 | 1.293 | 0.043 | 0.628 | 0.757 |
| CN2-SD | 10.80 | 2.25 | 0.627 | 0.002 | 0.467 | 0.153 |
| Apriori-SD | 6.70 | 1.26 | 0.232 | 0.025 | 0.632 | 0.574 |
| German | ||||||
| Algorithm | nr | nv | SIGN | WRAcc | SUP | CNF |
| NMEEF-SD | 8.80 | 2.77 | 3.077 | 0.040 | 0.746 | 0.784 |
| CN2-SD | 26.60 | 5.10 | 4.004 | 0.022 | 0.416 | 0.712 |
| Apriori-SD | 6.10 | 1.58 | 3.856 | 0.039 | 0.306 | 0.746 |
| Haberman | ||||||
| Algorithm | nr | nv | SIGN | WRAcc | SUP | CNF |
| NMEEF-SD | 1.00 | 2.00 | 0.767 | 0.050 | 0.933 | 0.803 |
| CN2-SD | 2.00 | 1.00 | 1.543 | 0.009 | 0.500 | 0.673 |
| Apriori-SD | 2.00 | 1.50 | 1.100 | 0.023 | 0.772 | 0.817 |
| Hayes-roth | ||||||
| Algorithm | nr | nv | SIGN | WRAcc | SUP | CNF |
| NMEEF-SD | 1.20 | 2.00 | 1.102 | 0.022 | 0.117 | 0.400 |
| CN2-SD | 7.10 | 2.15 | 3.851 | 0.099 | 0.548 | 0.320 |
| Apriori-SD | 11.00 | 1.73 | 2.049 | 0.053 | 0.224 | 0.576 |
| Heart | ||||||
| Algorithm | nr | nv | SIGN | WRAcc | SUP | CNF |
| NMEEF-SD | 4.04 | 2.61 | 3.661 | 0.104 | 0.770 | 0.777 |
| CN2-SD | 23.20 | 1.81 | 4.705 | 0.094 | 0.594 | 0.800 |
| Apriori-SD | 10.00 | 1.97 | 5.281 | 0.083 | 0.592 | 0.831 |
| Hepatitis | ||||||
| Algorithm | nr | nv | SIGN | WRAcc | SUP | CNF |
| NMEEF-SD | 3.52 | 3.46 | 1.539 | 0.053 | 0.750 | 0.869 |
| CN2-SD | 14.00 | 2.87 | 1.909 | 0.035 | 0.604 | 0.637 |
| Apriori-SD | 10.00 | 2.13 | 1.516 | 0.044 | 0.431 | 0.632 |
| Iris | ||||||
| Algorithm | nr | nv | SIGN | WRAcc | SUP | CNF |
| NMEEF-SD | 4.50 | 2.54 | 9.199 | 0.187 | 0.987 | 0.983 |
| CN2-SD | 5.30 | 1.21 | 8.669 | 0.177 | 0.925 | 0.819 |
| Apriori-SD | 15.00 | 1.53 | 8.190 | 0.133 | 0.815 | 0.917 |
| Led | ||||||
| Algorithm | nr | nv | SIGN | WRAcc | SUP | CNF |
| NMEEF-SD | 4.70 | 3.37 | 17.227 | 0.064 | 0.786 | 0.624 |
| CN2-SD | 37.70 | 2.37 | 21.108 | 0.053 | 0.790 | 0.408 |
| Apriori-SD | 40.60 | 3.33 | 16.129 | 0.048 | 0.711 | 0.663 |
| Tic-tac-toe | ||||||
| Algorithm | nr | nv | SIGN | WRAcc | SUP | CNF |
| NMEEF-SD | 1.00 | 2.00 | 5.240 | 0.069 | 0.584 | 0.799 |
| CN2-SD | 20.90 | 2.81 | 8.946 | 0.043 | 0.325 | 0.755 |
| Apriori-SD | 10.00 | 1.81 | 3.403 | 0.038 | 0.293 | 0.762 |
| Vote | ||||||
| Algorithm | nr | nv | SIGN | WRAcc | SUP | CNF |
| NMEEF-SD | 1.10 | 2.05 | 21.974 | 0.217 | 0.946 | 0.979 |
| CN2-SD | 8.00 | 1.79 | 18.830 | 0.176 | 0.858 | 0.932 |
| Apriori-SD | 10.00 | 1.44 | 17.060 | 0.147 | 0.800 | 0.930 |
| Wine | ||||||
| Algorithm | nr | nv | SIGN | WRAcc | SUP | CNF |
| NMEEF-SD | 3.62 | 2.35 | 6.242 | 0.107 | 0.827 | 0.920 |
| CN2-SD | 6.00 | 2.79 | 10.256 | 0.181 | 0.863 | 0.957 |
| Apriori-SD | 15.00 | 2.10 | 8.687 | 0.140 | 0.742 | 0.934 |