Lukas Fröhlich

Noisy-Input Entropy Search for Efficient Robust Bayesian Optimization

We consider the problem of robust optimization within the well-established Bayesian Optimization (BO) framework.While BO is intrinsically robust to noisy evaluations of the objective function, standard approaches do not consider the case of uncertainty about the input parameters.In this paper, we pr…