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Multi-Information Source Optimization

Neural Information Processing Systems

This acquisition function generalizes and parallelizes previously proposed knowledge-gradient methods for single-IS Bayesian optimization [7, 8, 28, 26, 37] to MISO. We prove that this algorithm provides an asymptotically near-optimal solution.