Yoshihisa Yamamoto

Dynamic Anisotropic Smoothing for Noisy Derivative-Free Optimization

We propose a novel algorithm that extends the methods of ball smoothing and Gaussian smoothing for noisy derivative-free optimization by accounting for the heterogeneous curvature of the objective function. The algorithm dynamically adapts the shape of the smoothing kernel to approximate the Hessian…