Concepedia

Bayesian Emulation

Bayesian Emulation is a statistical modeling technique that belongs to the class of surrogate models, distinguished by its use of Bayesian inference to construct a probabilistic approximation of a complex simulation model, enabling efficient uncertainty quantification and analysis.

52

Publications

3K

Citations

180

Authors

81

Institutions

Publications per year

2017–2026

24

Variants

Bayesian Emulators

Parents

Publications

52

Bayesian emulation of complex multi-output and dynamic computer models

Stefano Conti, Anthony O’Hagan · Journal of Statistical Planning and Inference · 2009 · 425 citations

, , +16

Getting it right

Kirsten Hastrup · Anthropological Theory · 2004 · 201 citations

, , +15

Bayesian History Matching of Complex Infectious Disease Models Using Emulation: A Tutorial and a Case Study on HIV in Uganda

Ioannis Andrianakis, Ian Vernon, Nicky McCreesh et al. · PLoS Computational Biology · 2015 · 191 citations · Full text

, , +17

Linking big models to big data: efficient ecosystem model calibration through Bayesian model emulation

Istem Fer, Ryan Kelly, P. R. Moorcroft et al. · Biogeosciences · 2018 · 169 citations · Full text

, , +17

Getting It Right

John Geweke · Journal of the American Statistical Association · 2004 · 167 citations

, , +15

1–5 of 52

Authors

180

  1. MG
    Michael Goldstein

    Durham University, United Kingdom

    6 publications · 510 citations

    6

    h-index

  2. IV
    Ian Vernon

    Durham University, United Kingdom

    4 publications · 385 citations

    4

    h-index

  3. MW
    Mike West

    Duke University, United States

    3 publications · 135 citations

    3

    h-index

  4. DJ
    Darren J. Wilkinson

    Newcastle University, United Kingdom

    3 publications · 119 citations

    3

    h-index

  5. JE
    Jeremy E. Oakley

    University of Sheffield, United Kingdom

    2 publications · 221 citations

    2

    h-index

1–5 of 180

Institutions

81

  1. Durham University

    Durham, United Kingdom

    7 h-index

    30 publications

    1.9K citations

  2. University College London

    London, United Kingdom

    4 h-index

    7 publications

    402 citations

  3. Newcastle University

    Newcastle upon Tyne, United Kingdom

    4 h-index

    17 publications

    631 citations

  4. University of Sheffield

    Sheffield, United Kingdom

    4 h-index

    6 publications

    790 citations

  5. Duke University

    Durham, United States

    3 h-index

    5 publications

    221 citations

  6. Lawrence Livermore National Laboratory

    Livermore, United States

    2 h-index

    4 publications

    170 citations

  7. Northwestern University

    Evanston, United States

    2 h-index

    3 publications

    63 citations

  8. University College Dublin

    Dublin, Ireland

    2 h-index

    4 publications

    230 citations

1–8 of 81

Venues

  1. 4

    h-index

  2. Bayesian Analysis

    3 publications · 124 citations

    3

    h-index

  3. SIAM/ASA Journal on Uncertainty Quantification

    JUQ · 3 publications · 101 citations

    3

    h-index

  4. arXiv (Cornell University)

    Repository · 2 publications · 67 citations

    2

    h-index

  5. 2

    h-index

1–5