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Optimal rates for k-NN density and mode estimation

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

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dc.contributor.authorDasgupta, S-
dc.contributor.authorKpotufe, S-
dc.date.accessioned2021-10-11T14:17:14Z-
dc.date.available2021-10-11T14:17:14Z-
dc.date.issued2014en_US
dc.identifier.citationDasgupta, 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.issn1049-5258-
dc.identifier.urihttp://papers.nips.cc/paper/5387-optimal-rates-for-k-nn-density-and-mode-estimation-
dc.identifier.urihttp://arks.princeton.edu/ark:/88435/pr1ww1z-
dc.description.abstractWe 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.extent2555 - 2563en_US
dc.language.isoen_USen_US
dc.relation.ispartofAdvances in Neural Information Processing Systemsen_US
dc.rightsFinal published version. Article is made available in OAR by the publisher's permission or policy.en_US
dc.titleOptimal rates for k-NN density and mode estimationen_US
dc.typeConference Articleen_US
pu.type.symplectichttp://www.symplectic.co.uk/publications/atom-terms/1.0/conference-proceedingen_US

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