scientific article; zbMATH DE number 6982983

zbMath1473.62215MaRDI QIDQ4558566

László Györfi, Maik Döring, Harro Walk

Publication date: 22 November 2018

Full work available at URL: http://jmlr.csail.mit.edu/papers/v18/17-755.html

Title: zbMATH Open Web Interface contents unavailable due to conflicting licenses.

zbMATH Keywords

classificationrate of convergenceerror probabilityBayes decision\(k\)-nearest-neighbor rule

Mathematics Subject Classification ID

Classification and discrimination; cluster analysis (statistical aspects) (62H30) Bayesian problems; characterization of Bayes procedures (62C10)

Related Items (4)

Data-Driven Approximation of Contextual Chance-Constrained Stochastic Programs ⋮ An adaptive multiclass nearest neighbor classifier ⋮ Robust randomized optimization with k nearest neighbors ⋮ Unnamed Item

Cites Work

• Unnamed Item
• Classification in general finite dimensional spaces with the \(k\)-nearest neighbor rule
• Classification algorithms using adaptive partitioning
• Optimal weighted nearest neighbour classifiers
• Lectures on the nearest neighbor method
• Fast learning rates for plug-in classifiers
• Smooth discrimination analysis
• Improved classification rates under refined margin conditions
• A distribution-free theory of nonparametric regression
• Optimal aggregation of classifiers in statistical learning.
• Residual variance estimation using a nearest neighbor statistic
• Rates of convergence for partitioning and nearest neighbor regression estimates with unbounded data
• On the Rate of Convergence of Local Averaging Plug-In Classification Rules Under a Margin Condition

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