Adaptive MCMC with Bayesian Optimization

Nimalan Mahendran, Ziyu Wang, Firas Hamze, Nando de Freitas

Abstract: This paper proposes a new randomized strategy for adaptive MCMC using Bayesian optimization. This approach applies to non-differentiable objective functions and trades off exploration and exploitat...