Research Article
A Weighted Voting Classifier Based on Differential Evolution
Table 3
Comparison of 4 ensemble methods.
| Dataset | Bagging | AdaBoost | Majority voting | DEWVote |
| Breast-cancer | 0.689 | 0.703 | 0.822 | 0.879 | Contact-lenses | 0.750 | 0.708 | 0.958 | 0.980 | Credit-g | 0.737 | 0.695 | 0.854 | 0.973 | Diabetes | 0.754 | 0.743 | 0.852 | 0.824 | Ionosphere | 0.926 | 0.909 | 0.969 | 0.984 | Iris | 0.947 | 0.953 | 0.987 | 0.997 | Iris.2D | 0.953 | 0.953 | 0.980 | 0.993 | Glass | 0.724 | 0.743 | 0.939 | 0.962 | Labor | 0.842 | 0.877 | 0.986 | 0.988 | Segment-challenge | 0.959 | 0.975 | 0.981 | 0.980 | Soybean | 0.862 | 0.928 | 0.963 | 0.998 | Supermarket | 0.637 | 0.749 | 0.637 | 0.995 | Unbalanced | 0.986 | 0.985 | 0.986 | 0.998 | Vote | 0.961 | 0.954 | 0.954 | 0.995 | Weather.numeric | 0.643 | 0.714 | 0.926 | 0.973 |
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