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stat.ML2018
Dynamic Ensemble Selection VS K-NN: why and when Dynamic Selection obtains higher classification performance?
Rafael M. O. Cruz, Hiba H. Zakane, Robert Sabourin +1
Multiple classifier systems focus on the combination of classifiers to obtain better performance than a single robust one. These systems unfold three major phases: pool generation,…
stat.ML2018
On dynamic ensemble selection and data preprocessing for multi-class imbalance learning
Rafael M. O. Cruz, Robert Sabourin, George D. C. Cavalcanti
Class-imbalance refers to classification problems in which many more instances are available for certain classes than for others. Such imbalanced datasets require special attention…