Table 6.
Experimental results of the chosen data sets
| Data sets | Total number of rules | Reduction rules | Main rules | ω | μ | ||
|---|---|---|---|---|---|---|---|
| Breast cancer wisconsin | 133 | 70 | (f, 1) → (j, 1) | 0.8967 | 0.8127 | 90.7643 | 46.8699 |
| (c, 1) ∧ (f, 1) ∧ (g, 1) → (j, 1) | 0.6405 | 0.9568 | 92.2786 | 23.8341 | |||
| (a, 1) ∧ (f, 1) → (j, 1) | 0.6157 | 0.9675 | 76.5135 | 24.6198 | |||
| Iris | 23 | 12 | (c, 1) ∧ (d, 1) → (setosa, 1) | 1 | 1 | 9.619 | 5.6871 |
| (c, 1) ∧ (d, 1) → (versicolor, 1) | 0.98 | 0.875 | 8.5139 | 2.2049 | |||
| (a, 1) → (virginica, 1) | 0.82 | 0.6721 | 5.8417 | 1.8458 | |||
| Acute inflammations | 28 | 18 | (d, 1) ∧ (e, 1) → (g, 1) | 0.8305 | 1 | 14.2865 | 2.8125 |
| (c, 1) ∧ (d, 1) → (h, 1) | 0.8 | 1 | 15.9808 | 1.1987 | |||
| (c, 1) ∧ (f, 1) → (h, 1) | 0.6 | 1 | 13.3448 | 2.17241 | |||
| Seeds | 58 | 55 | (a,− 1) → (h,− 1) | 0.9286 | 0.8667 | 46.0313 | 8.2483 |
| (a,− 1) ∧ (e,− 1) → (h,− 1) | 0.8857 | 0.8732 | 47.7632 | 6.5574 | |||
| (e,− 1) ∧ (f,− 1) → (h,− 1) | 0.7143 | 0.9615 | 40.0952 | 3.6689 |