Speculate-correct error bounds for k-nearest neighbor classifiers |
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Authors: | Bax Eric Weng Lingjie Tian Xu |
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Affiliation: | 1.Verizon, Playa Vista, USA ;2.LinkedIn, Mountain View, USA ;3.Sorin Capital Management, Stamford, USA ; |
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Abstract: | Machine Learning - We introduce the speculate-correct method to derive error bounds for local classifiers. Using it, we show that k-nearest neighbor classifiers, in spite of their famously... |
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