Strong Uniform Consistency with Rates for Kernel Density Estimators with General Kernels on Manifolds

Hau-Tieng Wu, Nan Wu

When analyzing modern machine learning algorithms, we may need to handle kernel density estimation (KDE) with intricate kernels that are not designed by the user and might even be…