Concepedia

Bayesian Computation

Bayesian Computation is a branch of statistical computing that focuses on the development and application of computational methods for performing Bayesian inference, distinguished by its reliance on posterior distribution approximation through techniques such as Markov chain Monte Carlo and variational inference.

4.3K

Publications

354.4K

Citations

8.3K

Authors

2.3K

Institutions

Publications per year

2017–2026

1.1K

Parents

Children

Publications

4.3K

Factor graphs and the sum-product algorithm

Frank R. Kschischang, Brendan J. Frey, Hans‐Andrea Loeliger · IEEE Transactions on Information Theory · 2001 · 6.5K citations

, , +16

Reversible jump Markov chain Monte Carlo computation and Bayesian model determination

Peter J. Green · Biometrika · 1995 · 5.9K citations

, , +17

WinBUGS - A Bayesian modelling framework: Concepts, structure, and extensibility

David J. Lunn, Andrew C. Thomas, Nicky Best et al. · Statistics and Computing · 2000 · 5.4K citations

, , +11

JAGS: A program for analysis of Bayesian graphical models using Gibbs sampling

Martyn Plummer · 2003 · 4.7K citations

, , +15

Hierarchical Dirichlet Processes

Yee Whye Teh, Michael I. Jordan, Matthew J. Beal et al. · Journal of the American Statistical Association · 2006 · 3.6K citations

, , +16

1–5 of 4.3K

Authors

8.3K

  1. DB
    David B. Dunson

    Duke University, United States

    47 publications · 3.7K citations

    32

    h-index

  2. CP
    Christian P. Robert

    Université Paris Dauphine-PSL, France

    31 publications · 4.3K citations

    23

    h-index

  3. AG
    Andrew Gelman

    Columbia University, United States

    20 publications · 3.6K citations

    18

    h-index

  4. MI
    Michael I. Jordan

    University of California, Berkeley, United States

    22 publications · 6.6K citations

    18

    h-index

  5. MW
    Max Welling

    University of Amsterdam, Netherlands

    19 publications · 1.1K citations

    17

    h-index

1–5 of 8.3K

Institutions

2.3K

  1. Centre National de la Recherche Scientifique

    Paris, France

    44 h-index

    210 publications

    26.7K citations

  2. Duke University

    Durham, United States

    43 h-index

    184 publications

    14.2K citations

  3. Stanford University

    Stanford, United States

    40 h-index

    115 publications

    12K citations

  4. Massachusetts Institute of Technology

    Cambridge, United States

    39 h-index

    183 publications

    13.5K citations

  5. University of Cambridge

    Cambridge, United Kingdom

    39 h-index

    143 publications

    13.9K citations

  6. Imperial College London

    London, United Kingdom

    36 h-index

    127 publications

    25.9K citations

  7. University of California, Berkeley

    Berkeley, United States

    35 h-index

    120 publications

    12.1K citations

  8. University of Oxford

    Oxford, United Kingdom

    33 h-index

    132 publications

    33.2K citations

1–8 of 2.3K

Venues

  1. Journal of the American Statistical Association

    119 publications · 31K citations

    60

    h-index

  2. arXiv (Cornell University)

    Repository · 353 publications · 16.1K citations

    58

    h-index

  3. Biometrika

    72 publications · 13.4K citations

    40

    h-index

  4. 39

    h-index

  5. Journal of Computational and Graphical Statistics

    JCGS · 70 publications · 4.7K citations

    33

    h-index

1–5