Concepedia

Importance Sampling Approximate Bayesian Computation

Importance Sampling Approximate Bayesian Computation is a methodological framework within approximate Bayesian computation that employs importance sampling to weight candidate parameter values according to their proximity to observed data, thereby enhancing computational efficiency in approximating posterior distributions.

28

Publications

1.9K

Citations

73

Authors

56

Institutions

Publications per year

2017–2026

11

Parents

Publications

28

Adaptive approximate Bayesian computation

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

, , +17

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

Importance Sampling: Intrinsic Dimension and Computational Cost

Sergios Agapiou, Omiros Papaspiliopoulos, Daniel Sanz-Alonso et al. · Statistical Science · 2017 · 136 citations

, , +15

ABC likelihood-free methods for model choice in Gibbs random fields

Aude Grelaud, Jean‐Michel Marin, Christian P. Robert et al. · Bayesian Analysis · 2009 · 124 citations · Full text

, , +17

A tutorial introduction to Bayesian inference for stochastic epidemic models using Approximate Bayesian Computation

Theodore Kypraios, Peter Neal, Dennis Prangle · Mathematical Biosciences · 2016 · 99 citations · Full text

, , +17

1–5 of 28

Authors

73

  1. JM
    Jean‐Michel Marin

    Centre de Recherche en Mathématiques de la Décision, France

    2 publications · 746 citations

    2

    h-index

  2. OP
    Omiros Papaspiliopoulos

    Universitat Pompeu Fabra, Spain

    2 publications · 146 citations

    2

    h-index

  3. DS
    Daniel Sanz-Alonso

    University of Chicago, United States

    2 publications · 146 citations

    2

    h-index

  4. CP
    Christian P. Robert

    Université Paris Dauphine-PSL, France

    2 publications · 746 citations

    2

    h-index

  5. SA
    Sergios Agapiou

    University of Warwick, United Kingdom

    2 publications · 146 citations

    2

    h-index

1–5 of 73

Institutions

56

  1. Lancaster University

    Lancaster, United Kingdom

    2 h-index

    2 publications

    133 citations

  2. Université de Montpellier

    Montpellier, France

    2 h-index

    2 publications

    637 citations

  3. Université Paris Dauphine-PSL

    Paris, France

    2 h-index

    2 publications

    746 citations

  4. Newcastle University

    Newcastle upon Tyne, United Kingdom

    2 h-index

    2 publications

    133 citations

  5. University of Reading

    Reading, United Kingdom

    2 h-index

    2 publications

    649 citations

  6. Imperial College London

    London, United Kingdom

    2 h-index

    6 publications

    1.9K citations

  7. Universidade Federal do Rio de Janeiro

    Rio de Janeiro, Brazil

    2 h-index

    3 publications

    43 citations

  8. Centre de Biologie pour la Gestion des Populations

    Montferrier-sur-Lez, France

    2 h-index

    2 publications

    637 citations

1–8 of 56

Venues

  1. Computational Statistics & Data Analysis

    CSDA · 2 publications · 60 citations

    2

    h-index

  2. Biometrika

    2 publications · 656 citations

    2

    h-index

  3. Atmospheric Environment

    1 publications · 17 citations

    1

    h-index

  4. The Astrophysical Journal

    ApJ · 1 publications · 51 citations

    1

    h-index

  5. Statistical Science

    1 publications · 136 citations

    1

    h-index

1–5