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|Abstract:||We present two related contributions of independent interest: (1) high-probability finite sample rates for k-NN density estimation, and (2) practical mode estimators -- based on k-NN -- which attain minimax-optimal rates under surprisingly general distributional conditions.|
|Citation:||Dasgupta, Sanjoy, and Samory Kpotufe. "Optimal rates for k-nn density and mode estimation." In Advances in Neural Information Processing Systems 27, pp. 2555-2563. 2014.|
|Pages:||2555 - 2563|
|Type of Material:||Conference Article|
|Journal/Proceeding Title:||Advances in Neural Information Processing Systems|
|Version:||Final published version. Article is made available in OAR by the publisher's permission or policy.|
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