Acquisition functions:¶
Acquisition functions that are implemented in RoBO:¶
The role of an acquisition function in Bayesian optimization is to compute how useful it is to evaluate a candidate x. In each iteration RoBO maximizes the acquisition function in order to pick a new configuration which will be then evaluated. The following acquisition functions are implemented in RoBO and each of them has its own properties.