An optimal \(k\)-nearest neighbor for density estimation

DOI10.1016/J.SPL.2012.05.017zbMath1348.62123OpenAlexW2058231807MaRDI QIDQ451156

Yi-Hung Kung, Cheng-Hsiung Kao, Pei-Sheng Lin

Publication date: 21 September 2012

Published in: Statistics \& Probability Letters (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.spl.2012.05.017

zbMATH Keywords

density estimationmulti-dimensional datanearest neighbor method

Mathematics Subject Classification ID

Density estimation (62G07) Estimation in multivariate analysis (62H12) Asymptotic properties of nonparametric inference (62G20)

Related Items (1)

Minimum local distance density estimation

Cites Work

• Consistency for cross-validated nearest neighbor estimates in nonparametric regression
• Choice of neighbor order in nearest-neighbor classification
• Multivariate k-nearest neighbor density estimates
• A weighted \(k\)-nearest neighbor density estimate for geometric inference
• On Estimation of a Probability Density Function and Mode
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