Near-optimal Bayesian Active Learning with Correlated and Noisy Tests

Yuxin Chen, S. Hamed Hassani, Andreas Krause

We consider the Bayesian active learning and experimental design problem, where the goal is to learn the value of some unknown target variable through a sequence of informative, no…