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A Framework for Bayesian Optimization in Embedded Subspaces · Study

WorkA Framework for Bayesian Optimization in Embedded Subspaces

Amin Nayebi2019

Work2019

A Framework for Bayesian Optimization in Embedded Subspaces

Amin Nayebi · Alexander Munteanu · Matthias Poloczek

73 citations·0/0 files stored·International Conference on Machine Learning

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Advanced Bandit Algorithms Research Machine Learning and Algorithms Gaussian Processes and Bayesian Inference

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References

2015Taking the Human Out of the Loop: A Review of Bayesian Optimization 2013Multi-Task Bayesian Optimization 2016Fast Bayesian Optimization of Machine Learning Hyperparameters on Large Datasets 2009The Knowledge-Gradient Policy for Correlated Normal Beliefs 2016Bayesian Optimization in a Billion Dimensions via Random Embeddings 2014Bayesian Optimization with Inequality Constraints 2015High Dimensional Bayesian Optimisation and Bandits via Additive Models 2017Bayesian Optimization with Gradients

Cited by

2021Bayesian Optimization in High-Dimensional Spaces: A Brief Survey 2020Learning Search Space Partition for Black-box Optimization using Monte Carlo Tree Search 2022Investigating Bayesian optimization for expensive-to-evaluate black box functions: Application in fluid dynamics 2022Bayesian optimization techniques for high-dimensional simulation-based transportation problems 2020Re-Examining Linear Embeddings for High-Dimensional Bayesian Optimization

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Papers that cite the same references — the relational fallback while embeddings are still backfilling.

2021Bayesian Optimization in High-Dimensional Spaces: A Brief Surveyother · 8 shared references 2019BoTorch: Programmable Bayesian Optimization in PyTorch.article · 7 shared references 2020Re-Examining Linear Embeddings for High-Dimensional Bayesian Optimizationpreprint · 7 shared references 2022Bayesian optimization techniques for high-dimensional simulation-based transportation problemsarticle · 6 shared references 2020Learning Search Space Partition for Black-box Optimization using Monte Carlo Tree Searchpreprint · 5 shared references 2024Constrained Bayesian Optimization: A Reviewarticle · 5 shared references

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Year2019

Typeother

Published2019-05-24

VenueInternational Conference on Machine Learning

Languageen

Citations73

Files0 public / 0

ShelfAdvanced Bandit Algorithms Research

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openalex_workW2945677399

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