Concepedia

Robust Bayesian Optimization

Robust Bayesian Optimization is a sequential decision-making framework that extends standard Bayesian optimization by explicitly incorporating uncertainty and variability in both the input parameters and the objective function evaluations, thereby seeking solutions that are robust to perturbations and noise in real-world implementation.

42

Publications

2.9K

Citations

146

Authors

72

Institutions

Publications per year

2017–2026

31

Parents

Publications

42

Efficient and robust automated machine learning

Matthias Feurer, Aaron Klein, Katharina Eggensperger et al. · Neural Information Processing Systems · 2015 · 1.3K citations

, , +15

Exploiting Configurations of MaxSAT Solvers

DROPS (Schloss Dagstuhl – Leibniz Center for Informatics) · 2022 · 166 citations · Full text

, , +12

Bayesian Optimization of a Laser-Plasma Accelerator

Sören Jalas, Manuel Kirchen, Philipp Messner et al. · Physical Review Letters · 2021 · 137 citations · Full text

, , +16

A novel and robust Bayesian approach for segmentation of psoriasis lesions and its risk stratification

Vimal K. Shrivastava, Narendra D. Londhe, Rajendra S. Sonawane et al. · Computer Methods and Programs in Biomedicine · 2017 · 118 citations

, , +16

Using AHP in determining the prior distributions on gas pipeline failures in a robust Bayesian approach

Enrico Cagno, Franco Caron, Mauro Mancini et al. · Reliability Engineering & System Safety · 2000 · 106 citations

, , +16

1–5 of 42

Authors

146

  1. FR
    Fabrizio Ruggeri

    Istituto di Matematica Applicata e Tecnologie Informatiche, Italy

    3 publications · 134 citations

    3

    h-index

  2. BK
    Bhavya Kailkhura

    Lawrence Livermore National Laboratory, United States

    2 publications · 72 citations

    2

    h-index

  3. IB
    Ilija Bogunovic

    École Polytechnique Fédérale de Lausanne, Switzerland

    2 publications · 27 citations

    2

    h-index

  4. MF
    Matthias Feurer

    University of Freiburg, Germany

    2 publications · 1.3K citations

    2

    h-index

  5. XL
    Xue Lin

    Northeastern University, United States

    2 publications · 72 citations

    2

    h-index

1–5 of 146

Institutions

72

  1. University of Waterloo

    Waterloo, Canada

    3 h-index

    5 publications

    146 citations

  2. University of California, Berkeley

    Berkeley, United States

    2 h-index

    3 publications

    105 citations

  3. Duke University

    Durham, United States

    2 h-index

    2 publications

    69 citations

  4. Decision Sciences (United States)

    Fort Walton Beach, United States

    2 h-index

    2 publications

    69 citations

  5. Nanjing University of Science and Technology

    Nanjing, China

    2 h-index

    3 publications

    58 citations

  6. University of Calgary

    Calgary, Canada

    1 h-index

    1 publications

    14 citations

  7. University of Lausanne

    Lausanne, Switzerland

    1 h-index

    1 publications

    30 citations

  8. Indian Statistical Institute

    Kolkata, India

    1 h-index

    1 publications

    21 citations

1–8 of 72

Venues

  1. arXiv (Cornell University)

    Repository · 7 publications · 165 citations

    7

    h-index

  2. 2

    h-index

  3. Journal of Statistical Planning and Inference

    2 publications · 33 citations

    2

    h-index

  4. Neurocomputing

    1 publications · 91 citations

    1

    h-index

  5. Journal of Hydrology

    1 publications · 28 citations

    1

    h-index

1–5