Xiao-Ming Yuan

Gaussian Approximation of Besov Functions for Logistic Classification on Manifolds

We study Gaussian kernel approximation and regularized logistic classification on a connected compact smooth embedded manifold $X\subset\mathbb R^d$ without boundary and of intrinsic dimension $\varrho$. Two main challenges are to derive a fast oracle inequality without assuming a bounded Bayes function and to construc...