Uniform Convergence Rates for Kernel Density Estimation

Heinrich Jiang

Abstract: Kernel density estimation (KDE) is a popular nonparametric density estimation method. We (1) derive finite-sample high-probability density estimation bounds for multivariate KDE under mild density ...