Bayesian Batch Active Learning as Sparse Subset Approximation

Robert Pinsler, Jonathan Gordon, Eric Nalisnick, José Miguel Hernández-Lobato

Neural Information Processing Systems 

However, for many large-scale problems standard greedy procedures become computationally infeasible and suffer from negligible model change.

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