Optimization on Manifolds via Graph Gaussian Processes

Hwanwoo Kim, Daniel Sanz-Alonso, Ruiyi Yang

This paper integrates manifold learning techniques within a \emph{Gaussian process upper confidence bound} algorithm to optimize an objective function on a manifold. Our approach i…