Constrained Bayesian Optimization with Noisy Experiments
Bayesian Analysis, pp. 495-519, 2019.
Randomized experiments are the gold standard for evaluating the effects of changes to real-world systems, including Internet services. Data in these tests may be difficult to collect and outcomes may have high variance, resulting in potentially large measurement error. Bayesian optimization is a promising technique for optimizing multiple...More
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