Anand Ravishankar

Adaptive Acquisition in Bayesian Optimization with Agnostic Ensembles

Bayesian Optimization (BO) is a popular black-box optimization method consisting of a surrogate model, typically a probabilistic model such as a Gaussian Process (GP) and an Acquisition function (AF). Effective selection of these functions has a strong impact on the optimization process. Existing en…