Fast Computation of Leave-One-Out Cross-Validation for $k$ -NN Regression

8 May 2024

Papers citing "Fast Computation of Leave-One-Out Cross-Validation for $k$-NN Regression"

9 / 9 papers shown

Title
Explaining the Success of Nearest Neighbor Methods in Prediction George H. Chen Devavrat Shah OOD 221 146 0 21 Feb 2025
kNN Algorithm for Conditional Mean and Variance Estimation with Automated Uncertainty Quantification and Variable Selection Marcos Matabuena J. Vidal Oscar Hernan Madrid Padilla J. Onnela 176 4 0 02 Feb 2024
Numerical Data Imputation for Multimodal Data Sets: A Probabilistic Nearest-Neighbor Kernel Density Approach F. Lalande Kenji Doya 61 3 0 29 Jun 2023
Optimal choice of $k$ for $k$ -nearest neighbor regression Mona Azadkia 42 10 0 12 Sep 2019
Marginal Singularity, and the Benefits of Labels in Covariate-Shift Samory Kpotufe Guillaume Martinet 63 93 0 05 Mar 2018
Conditional independence testing based on a nearest-neighbor estimator of conditional mutual information Jakob Runge 84 169 0 05 Sep 2017
New Insights Into Approximate Bayesian Computation Gérard Biau Frédéric Cérou A. Guyader 89 108 0 27 Jul 2012
k-NN Regression Adapts to Local Intrinsic Dimension Samory Kpotufe 199 128 0 19 Oct 2011
A survey of cross-validation procedures for model selection Sylvain Arlot Alain Celisse 130 3,583 0 27 Jul 2009