Asymptotic expansions of the probabilities of misclassification for k-NN discriminant rules

DOI10.1016/0167-7152(90)90053-AzbMATH Open0703.62070OpenAlexW2041729599MaRDI QIDQ916276

Kamal C. Chanda

Publication date: 1990

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

Full work available at URL: https://doi.org/10.1016/0167-7152(90)90053-a

zbMATH Keywords

rate of convergenceasymptotic expansionscompact supportprobabilities of misclassificationnearest neighbor estimatesnearest neighbor discriminant rule

Mathematics Subject Classification ID

Classification and discrimination; cluster analysis (statistical aspects) (62H30) Central limit and other weak theorems (60F05)

Cites Work

• Unnamed Item
• Asymptotic estimate of probability of misclassification for discriminant rules based on density estimates
• Approximate distributions of order statistics. With applications to nonparametric statistics
• Probability Inequalities for Sums of Bounded Random Variables

Related Items (2)

Asymptotic estimate of probability of misclassification for discriminant rules based on density estimates ⋮ Speculate-correct error bounds for \(k\)-nearest neighbor classifiers

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