Concepedia

Bayesian Model Building

Bayesian Model Building is the systematic process of constructing probabilistic models that incorporate prior knowledge and observed data within a Bayesian framework to infer posterior distributions over unknown parameters.

7.4K

Publications

503.3K

Citations

17.5K

Authors

4.1K

Institutions

Publications per year

2017–2026

2.3K

Parents

Children

Publications

7.4K

<b>brms</b> : An <i>R</i> Package for Bayesian Multilevel Models Using <i>Stan</i>

Paul‐Christian Bürkner · Journal of Statistical Software · 2017 · 9.4K citations · Full text

, , +16

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

Practical Bayesian model evaluation using leave-one-out cross-validation and WAIC

Aki Vehtari, Andrew Gelman, Jonah Gabry · Statistics and Computing · 2016 · 5.4K citations · Full text

, , +11

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

Martyn Plummer · 2003 · 4.7K citations

, , +15

The American Statistician

The American Statistician · 1947 · 3.7K citations

, , +12

1–5 of 7.4K

Authors

17.5K

  1. DB
    David B. Dunson

    Duke University, United States

    42 publications · 3.5K citations

    28

    h-index

  2. EW
    Eric‐Jan Wagenmakers

    University of Amsterdam, Netherlands

    30 publications · 6.4K citations

    23

    h-index

  3. NF
    Norman Fenton

    Queen Mary University of London, United Kingdom

    29 publications · 2.2K citations

    21

    h-index

  4. AG
    Andrew Gelman

    Columbia University, United States

    21 publications · 13.2K citations

    19

    h-index

  5. MN
    Martin Neil

    Queen Mary University of London, United Kingdom

    24 publications · 1.9K citations

    19

    h-index

1–5 of 17.5K

Institutions

4.1K

  1. Duke University

    Durham, United States

    50 h-index

    245 publications

    16.4K citations

  2. University College London

    London, United Kingdom

    43 h-index

    180 publications

    33.3K citations

  3. Stanford University

    Stanford, United States

    40 h-index

    130 publications

    14.8K citations

  4. Imperial College London

    London, United Kingdom

    39 h-index

    130 publications

    14.6K citations

  5. University of Amsterdam

    Amsterdam, The Netherlands

    37 h-index

    164 publications

    70.2K citations

  6. Texas A&M University

    College Station, United States

    37 h-index

    147 publications

    8.5K citations

  7. University of Washington

    Seattle, United States

    36 h-index

    124 publications

    7.8K citations

  8. University of Toronto

    Toronto, Canada

    36 h-index

    121 publications

    8.8K citations

1–8 of 4.1K

Venues

  1. Journal of the American Statistical Association

    145 publications · 21.2K citations

    60

    h-index

  2. Reliability Engineering & System Safety

    138 publications · 10K citations

    54

    h-index

  3. arXiv (Cornell University)

    Repository · 165 publications · 8.7K citations

    44

    h-index

  4. Biometrics

    95 publications · 6.1K citations

    40

    h-index

  5. Technometrics

    73 publications · 7.4K citations

    38

    h-index

1–5