Optimal rates for k-NN density and mode estimation

Author(s): Dasgupta, S; Kpotufe, S

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DC Field	Value	Language
dc.contributor.author	Dasgupta, S	-
dc.contributor.author	Kpotufe, S	-
dc.date.accessioned	2021-10-11T14:17:14Z	-
dc.date.available	2021-10-11T14:17:14Z	-
dc.date.issued	2014	en_US
dc.identifier.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.	en_US
dc.identifier.issn	1049-5258	-
dc.identifier.uri	http://papers.nips.cc/paper/5387-optimal-rates-for-k-nn-density-and-mode-estimation	-
dc.identifier.uri	http://arks.princeton.edu/ark:/88435/pr1ww1z	-
dc.description.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.	en_US
dc.format.extent	2555 - 2563	en_US
dc.language.iso	en_US	en_US
dc.relation.ispartof	Advances in Neural Information Processing Systems	en_US
dc.rights	Final published version. Article is made available in OAR by the publisher's permission or policy.	en_US
dc.title	Optimal rates for k-NN density and mode estimation	en_US
dc.type	Conference Article	en_US
pu.type.symplectic	http://www.symplectic.co.uk/publications/atom-terms/1.0/conference-proceeding	en_US

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