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cross-validation 1 nearest neighbors classifier 1 number of neighbors 1 permutation test 1 prediction accuracy 1
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Lai, Yinglei 1 Wu, Baolin 1 Zhao, Hongyu 1
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Journal of Applied Statistics 1
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A permutation test approach to the choice of size k for the nearest neighbors classifier
Lai, Yinglei; Wu, Baolin; Zhao, Hongyu - In: Journal of Applied Statistics 38 (2011) 10, pp. 2289-2302
The k nearest neighbors (k-NN) classifier is one of the most popular methods for statistical pattern recognition and machine learning. In practice, the size k, the number of neighbors used for classification, is usually arbitrarily set to one or some other small numbers, or based on the...
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