Exploiting correlation and budget constraints in Bayesian multi-armed bandit optimization

Matthew W. Hoffman, Bobak Shahriari, Nando de Freitas

We address the problem of finding the maximizer of a nonlinear smooth function, that can only be evaluated point-wise, subject to constraints on the number of permitted function ev…