Global Optimization of Gaussian Process Acquisition Functions Using a Piecewise-Linear Kernel Approximation

Yilin Xie, Shiqiang Zhang, Joel A. Paulson +1

Bayesian optimization relies on iteratively constructing and optimizing an acquisition function. The latter turns out to be a challenging, non-convex optimization problem itself. D…