Concepedia

Approximate Bayesian Inference

Approximate Bayesian Inference is a methodological framework within Bayesian statistics that approximates the posterior distribution of model parameters when exact inference is computationally intractable, distinguishing itself from exact Bayesian methods by trading full probabilistic precision for scalability and efficiency.

870

Publications

122.9K

Citations

1.9K

Authors

808

Institutions

Publications per year

2017–2026

298

Parents

Publications

870

Auto-Encoding Variational Bayes

Diederik P. Kingma, Max Welling · UvA-DARE (University of Amsterdam) · 2013 · 15.6K citations · Full text

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Approximate Bayesian Inference for Latent Gaussian models by using Integrated Nested Laplace Approximations

Håvard Rue, Sara Martino, ChopinNicolas · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2009 · 5.4K citations

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Dropout as a Bayesian Approximation: Representing Model Uncertainty in\n Deep Learning

Yarin Gal, Zoubin Ghahramani · arXiv (Cornell University) · 2015 · 4.2K citations · Full text

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Approximate Bayesian Computation in Population Genetics

Mark Beaumont, Wenyang Zhang, David J. Balding · Genetics · 2002 · 3.1K citations

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Incorporating non-local information into information extraction systems by Gibbs sampling

Jenny Rose Finkel, Trond Grenager, Christopher D. Manning · 2005 · 3K citations · Full text

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1–5 of 870

Authors

1.9K

  1. CP
    Christian P. Robert

    Université Paris Dauphine-PSL, France

    24 publications · 3.2K citations

    19

    h-index

  2. DM
    David M. Blei

    Princeton University, United States

    21 publications · 9K citations

    19

    h-index

  3. DP
    Dennis Prangle

    Newcastle University, United Kingdom

    12 publications · 1.1K citations

    12

    h-index

  4. KF
    Karl Friston

    University College London, United Kingdom

    12 publications · 2.3K citations

    12

    h-index

  5. JM
    Jean‐Michel Marin

    Centre de Recherche en Mathématiques de la Décision, France

    11 publications · 2.6K citations

    11

    h-index

1–5 of 1.9K

Institutions

808

  1. University College London

    London, United Kingdom

    28 h-index

    88 publications

    12.6K citations

  2. University of Oxford

    Oxford, United Kingdom

    22 h-index

    51 publications

    3.1K citations

  3. Imperial College London

    London, United Kingdom

    22 h-index

    73 publications

    16.5K citations

  4. Stanford University

    Stanford, United States

    20 h-index

    54 publications

    17.7K citations

  5. University of Cambridge

    Cambridge, United Kingdom

    20 h-index

    51 publications

    18.5K citations

  6. Centre National de la Recherche Scientifique

    Paris, France

    19 h-index

    52 publications

    6.5K citations

  7. Princeton University

    Princeton, United States

    19 h-index

    38 publications

    12.6K citations

  8. Université Paris Dauphine-PSL

    Paris, France

    18 h-index

    27 publications

    4.1K citations

1–8 of 808

Venues

  1. arXiv (Cornell University)

    Repository · 131 publications · 20.2K citations

    45

    h-index

  2. Statistics and Computing

    17 publications · 2.8K citations

    17

    h-index

  3. Bayesian Analysis

    15 publications · 870 citations

    14

    h-index

  4. Biometrika

    14 publications · 1.8K citations

    14

    h-index

  5. Bioinformatics

    14 publications · 2.7K citations

    13

    h-index

1–5