Convergence Rates of Gaussian Process Thompson Sampling for Efficient Global Optimization

Haowei Wang, Yilin Zheng

Efficient global optimization aims to identify a global optimum of an expensive black-box function within a limited evaluation budget $N$. We investigate the convergence rates of G…