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