143 citations · 381 across the 13 of their papers we have counts for
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math.OC2017★ 1 cited
Comparing the Finite-Time Performance of Simulation-Optimization Algorithms
Naijia Dong, David J. Eckman, Matthias Poloczek +2
We empirically evaluate the finite-time performance of several simulation-optimization algorithms on a testbed of problems with the goal of motivating further development of algori…
stat.ML2017★ 128 cited
Bayesian Optimization with Gradients
Jian Wu, Matthias Poloczek, Andrew Gordon Wilson +1
Bayesian optimization has been successful at global optimization of expensive-to-evaluate multimodal objective functions. However, unlike most optimization methods, Bayesian optimi…