Concepedia

Bayesian Optimization Under Uncertainty

Bayesian Optimization Under Uncertainty is a mathematical optimization framework that integrates Bayesian inference to sequentially select and evaluate candidate solutions under uncertain objective functions, distinguished by its use of probabilistic surrogate models to balance exploration and exploitation while quantifying uncertainty in predictions.

527

Publications

28.2K

Citations

1.7K

Authors

630

Institutions

Publications per year

2017–2026

383

Parents

Publications

527

A Tutorial on Bayesian Optimization of Expensive Cost Functions, with Application to Active User Modeling and Hierarchical Reinforcement Learning

Eric Brochu, Vlad M. Cora, Nando de Freitas · arXiv (Cornell University) · 2010 · 2.2K citations · Full text

, , +15

Hyperparameter Optimization for Machine Learning Models Based on Bayesian Optimization

Jia Wu, Xiu Yun Chen, Hao Zhang et al. · HAL (Le Centre pour la Communication Scientifique Directe) · 2019 · 1.4K citations · Full text

, , +15

Bayesian Approach to Global Optimization--Theory and Applications.

C. G. E. Boender · Mathematics of Computation · 1991 · 439 citations

, , +17

Application of Bayesian approach to numerical methods of global and stochastic optimization

Journal of Global Optimization · 1994 · 400 citations

, , +11

A Tutorial on Bayesian Optimization

Peter I. Frazier · arXiv (Cornell University) · 2018 · 376 citations · Full text

, , +16

1–5 of 527

Authors

1.7K

  1. SR
    Santu Rana

    Deakin University, Australia

    9 publications · 243 citations

    9

    h-index

  2. SV
    Svetha Venkatesh

    Deakin University, Australia

    9 publications · 243 citations

    9

    h-index

  3. SG
    Sunil Gupta

    Deakin University, Australia

    8 publications · 226 citations

    8

    h-index

  4. PI
    Peter I. Frazier

    Cornell University, United States

    8 publications · 782 citations

    8

    h-index

  5. AK
    Andreas Krause

    ETH Zurich, Switzerland

    7 publications · 215 citations

    7

    h-index

1–5 of 1.7K

Institutions

630

  1. ETH Zurich

    Zurich, Switzerland

    12 h-index

    42 publications

    1.4K citations

  2. Politecnico di Milano

    Milan, Italy

    10 h-index

    20 publications

    736 citations

  3. University College London

    London, United Kingdom

    10 h-index

    18 publications

    600 citations

  4. Massachusetts Institute of Technology

    Cambridge, United States

    10 h-index

    26 publications

    1.2K citations

  5. Imperial College London

    London, United Kingdom

    10 h-index

    22 publications

    1.4K citations

  6. Cornell University

    Ithaca, United States

    10 h-index

    15 publications

    714 citations

  7. Georgia Institute of Technology

    Atlanta, United States

    9 h-index

    28 publications

    741 citations

  8. University of California, Berkeley

    Berkeley, United States

    7 h-index

    20 publications

    750 citations

1–8 of 630

Venues

  1. arXiv (Cornell University)

    Repository · 46 publications · 4K citations

    22

    h-index

  2. 7

    h-index

  3. Expert Systems with Applications

    6 publications · 526 citations

    6

    h-index

  4. Structural and Multidisciplinary Optimization

    6 publications · 232 citations

    6

    h-index

  5. Journal of Mechanical Design

    5 publications · 143 citations

    5

    h-index

1–5