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Parallel Bayesian Global Optimization of Expensive Functions · Study

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ArticleParallel Bayesian Global Optimization of Expensive Functions

Jialei Wang2020

Article2020

Parallel Bayesian Global Optimization of Expensive Functions

Jialei Wang · Scott Clark · Eric Liu · Peter I. Frazier

85 citations·0/0 files stored·Operations Research

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Advanced Bandit Algorithms Research Advanced Optimization Algorithms Research Advanced Multi-Objective Optimization Algorithms

Abstract

Large-Scale Parallel Bayesian Optimization

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References

1989Design and Analysis of Computer Experiments 2000A Comparison of Three Methods for Selecting Values of Input Variables in the Analysis of Output From a Computer Code 2003Stochastic Approximation and Recursive Algorithms and Applications 1964A New Method of Locating the Maximum Point of an Arbitrary Multipeak Curve in the Presence of Noise 1966Information Value Theory 1998Stochastic Approximation Algorithms and Applications 1991Gradient Estimation via Perturbation Analysis 2009The Knowledge-Gradient Policy for Correlated Normal Beliefs

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2023Multi-fidelity cost-aware Bayesian optimization 2020Exploring Bayesian Optimization 2022Multi‐information source Bayesian optimization of culture media for cellular agriculture 2025Simulation-based optimization for transportation system analysis: State-of-the-art research and future endeavors

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2016Parallel Bayesian Global Optimization of Expensive Functionspreprint · 7 shared references 2011The Correlated Knowledge Gradient for Simulation Optimization of Continuous Parameters using Gaussian Process Regressionarticle · 4 shared references 2002Proceedings of the 2002 Winter Simulation Conferenceother · 3 shared references 2014Monte Carlo sampling-based methods for stochastic optimizationarticle · 3 shared references 2021Greed Is Good: Exploration and Exploitation Trade-offs in Bayesian Optimisationarticle · 3 shared references 2012Twenty Questions with Noise: Bayes Optimal Policies for Entropy Lossarticle · 3 shared references

Details

Year2020

Typearticle

Published2020-06-19

VenueOperations Research

ISSN-L0030-364X

Languageen

Citations85

Files0 public / 0

ShelfAdvanced Bandit Algorithms Research

Identifiers

doi10.1287/opre.2019.1966

openalex_workW3036152138

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