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ArticleBatch Bayesian optimization using multi-scale search

Tinu Theckel Joy2019

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Articlegreen2019

Batch Bayesian optimization using multi-scale search

Tinu Theckel Joy · Santu Rana · Sunil Gupta · Svetha Venkatesh

68 citations·0/0 files stored·Knowledge-Based Systems

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Advanced Bandit Algorithms Research Simulation Techniques and Applications Advanced Multi-Objective Optimization Algorithms

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References

2012Practical Bayesian Optimization of Machine Learning Algorithms 2010A Tutorial on Bayesian Optimization of Expensive Cost Functions, with Application to Active User Modeling and Hierarchical Reinforcement Learning 1956On a Measure of the Information Provided by an Experiment 2016Hyperband: A Novel Bandit-Based Approach to Hyperparameter Optimization 1964A New Method of Locating the Maximum Point of an Arbitrary Multipeak Curve in the Presence of Noise 2016Fast Bayesian Optimization of Machine Learning Hyperparameters on Large Datasets 2012Parallelizing Exploration-Exploitation Tradeoffs with Gaussian Process Bandit Optimization 2012Bayesian optimisation for Intelligent Environmental Monitoring

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Details

Year2019

Typearticle

Published2019-06-27

VenueKnowledge-Based Systems

ISSN-L0950-7051

Languageen

Citations68

Files0 public / 0

ShelfAdvanced Bandit Algorithms Research

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doi10.1016/j.knosys.2019.06.026

openalex_workW2953590912

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