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In this paper, a robust adaptive version of evidence theoretic k-NN classification rule was proposed. In the robust rule, an adaptive distance metric was proposed to be used instead of the Euclidean distance metric. All the parameters brought in by the proposed adaptive distance metric and some other important structural parameters fixed in the original rule are optimized based on training set by...
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