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AdaBoost is known as an effective method for improving the performance of base classifiers both theoretically and empirically. However, previous studies have shown that AdaBoost is prone to overfitting, especially in noisy domains. On the other hand, the k-nearest neighbors (kNN) rule is one of the oldest and simplest methods for pattern classification, when cleverly combined with prior knowledge,...
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