Concepedia

Adaptive Approximate Bayesian Computation

Adaptive Approximate Bayesian Computation is a methodological extension of Approximate Bayesian Computation that dynamically adjusts algorithmic components—such as tolerance levels, proposal distributions, or kernel weights—during the iterative sampling process to improve computational efficiency and posterior approximation accuracy.

31

Publications

2.8K

Citations

101

Authors

67

Institutions

Publications per year

2017–2026

18

Parents

Publications

31

Adaptive approximate Bayesian computation

Mark Beaumont, J. M. Cornuet, Jean‐Michel Marin et al. · Biometrika · 2009 · 622 citations · Full text

, , +17

An adaptive sequential Monte Carlo method for approximate Bayesian computation

Pierre Del Moral, Arnaud Doucet, Ajay Jasra · Statistics and Computing · 2011 · 514 citations

, , +13

A framework for parameter estimation and model selection from experimental data in systems biology using approximate Bayesian computation

Juliane Liepe, Paul Kirk, Sarah Filippi et al. · Nature Protocols · 2014 · 249 citations · Full text

, , +17

Estimation of Parameters for Macroparasite Population Evolution Using Approximate Bayesian Computation

Christopher Drovandi, A. N. Pettitt · Biometrics · 2010 · 237 citations

, , +17

Adaptive approximate Bayesian computation for complex models

Computational Statistics · 2013 · 145 citations · Full text

, , +13

1–5 of 31

Authors

101

  1. CB
    C. Barnes

    University College London, United Kingdom

    2 publications · 348 citations

    2

    h-index

  2. JL
    Jan-Matthis Lueckmann

    Center of Advanced European Studies and Research, Germany

    2 publications · 162 citations

    2

    h-index

  3. GB
    Giacomo Bassetto

    Center of Advanced European Studies and Research, Germany

    2 publications · 162 citations

    2

    h-index

  4. CD
    Christopher Drovandi

    Queensland University of Technology, Australia

    2 publications · 342 citations

    2

    h-index

  5. JH
    Jakob H. Macke

    Max Planck Society, Germany

    2 publications · 162 citations

    2

    h-index

1–5 of 101

Institutions

67

  1. Queensland University of Technology

    Brisbane, Australia

    3 h-index

    7 publications

    855 citations

  2. Imperial College London

    London, United Kingdom

    3 h-index

    7 publications

    2K citations

  3. University of Tübingen

    Tübingen, Germany

    2 h-index

    4 publications

    92 citations

  4. University of Otago

    Dunedin, New Zealand

    2 h-index

    2 publications

    63 citations

  5. Max Planck Institute for Biological Cybernetics

    Tübingen, Germany

    2 h-index

    4 publications

    92 citations

  6. Max Planck Society

    Munich, Germany

    2 h-index

    12 publications

    972 citations

  7. University of Reading

    Reading, United Kingdom

    2 h-index

    2 publications

    649 citations

  8. Université de Montpellier

    Montpellier, France

    2 h-index

    4 publications

    850 citations

1–8 of 67

Venues

  1. The Journal of Chemical Physics

    1 publications · 21 citations

    1

    h-index

  2. Environmental Modelling & Software

    1 publications · 33 citations

    1

    h-index

  3. Cognitive Science

    1 publications · 53 citations

    1

    h-index

  4. Nature Computational Science

    1 publications · 36 citations

    1

    h-index

  5. Nature Protocols

    1 publications · 249 citations

    1

    h-index

1–5