Research Article
A Weighted Voting Classifier Based on Differential Evolution
Table 2
Comparison of 4 single methods.
| Dataset | C4.5 | Naive Bayes | Bayes Nets | k-NN |
| Breast-cancer | 0.755 | 0.717 | 0.720 | 0.724 | Contact-lenses | 0.833 | 0.708 | 0.708 | 0.792 | Credit-g | 0.705 | 0.754 | 0.755 | 0.720 | Diabetes | 0.738 | 0.743 | 0.763 | 0.702 | Ionosphere | 0.915 | 0.826 | 0.895 | 0.863 | Iris | 0.960 | 0.960 | 0.927 | 0.953 | Iris.2D | 0.960 | 0.960 | 0.947 | 0.960 | Glass | 0.668 | 0.486 | 0.706 | 0.706 | Labor | 0.737 | 0.895 | 0.877 | 0.825 | Segment-challenge | 0.957 | 0.811 | 0.904 | 0.962 | Soybean | 0.915 | 0.930 | 0.933 | 0.912 | Supermarket | 0.637 | 0.637 | 0.637 | 0.371 | Unbalanced | 0.986 | 0.908 | 0.986 | 0.977 | Vote | 0.963 | 0.901 | 0.901 | 0.924 | Weather.numeric | 0.643 | 0.643 | 0.571 | 0.786 |
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