Hybridization of Machine Learning Models and Differential Evolution in Data Mining
Table 2: Comparison of the efficiency for standard and modified decision trees
Task number | ID3 | CART | ||
Basic | Hybrid | Basic | Hybrid | |
1 | 0.711 | 0.718 | 0.655 | 0.711 |
2 | 0.794 | 0.784 | 0.77 | 0.799 |
3 | 0.978 | 1 | 0.978 | 1 |
4 | 0.454 | 0.74 | 0.419 | 0.762 |
5 | 0.885 | 0.922 | 0.893 | 0.918 |
6 | 0.778 | 0.84 | 0.79 | 0.802 |
7 | 0.842 | 0.854 | 0.846 | 0.861 |
8 | 0.808 | 0.798 | 0.76 | 0.817 |