Concepedia

Bayesian Model Specification

Bayesian Model Specification is a formal framework for defining statistical models by specifying a prior distribution over model parameters and a likelihood function, thereby distinguishing itself from classical model specification through its incorporation of prior knowledge and probabilistic inference.

413

Publications

35.7K

Citations

1.3K

Authors

635

Institutions

Publications per year

2017–2026

140

Parents

Publications

413

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

Probabilistic programming in Python using PyMC3

John Salvatier, Thomas V. Wiecki, Christopher Fonnesbeck · PeerJ Computer Science · 2016 · 2.5K citations · Full text

, , +16

Causal Inference Using Potential Outcomes

Donald B. Rubin · Journal of the American Statistical Association · 2005 · 2.2K citations

, , +13

Understanding predictive information criteria for Bayesian models

Andrew Gelman, Jessica Hwang, Aki Vehtari · Statistics and Computing · 2013 · 2.2K citations

, , +13

Bayesianly Justifiable and Relevant Frequency Calculations for the Applied Statistician

Donald B. Rubin · The Annals of Statistics · 1984 · 1.4K citations · Full text

, , +14

1–5 of 413

Authors

1.3K

  1. PB
    Paul‐Christian Bürkner

    University of Stuttgart, Germany

    7 publications · 712 citations

    7

    h-index

  2. AG
    Andrew Gelman

    Columbia University, United States

    6 publications · 3.7K citations

    6

    h-index

  3. SC
    Suyog Chandramouli

    Indiana University Bloomington, United States

    5 publications · 143 citations

    5

    h-index

  4. AV
    Aki Vehtari

    Aalto University, Finland

    5 publications · 2.4K citations

    5

    h-index

  5. OA
    Osvaldo A. Martin

    Consejo Nacional de Investigaciones Científicas y Técnicas, Argentina

    4 publications · 221 citations

    4

    h-index

1–5 of 1.3K

Institutions

635

  1. University College London

    London, United Kingdom

    9 h-index

    10 publications

    662 citations

  2. University of British Columbia

    Vancouver, Canada

    9 h-index

    23 publications

    2.8K citations

  3. University of California, Irvine

    Irvine, United States

    8 h-index

    14 publications

    431 citations

  4. Utrecht University

    Utrecht, The Netherlands

    8 h-index

    20 publications

    5.4K citations

  5. North Carolina State University

    Raleigh, United States

    8 h-index

    11 publications

    546 citations

  6. University of Missouri

    Columbia, United States

    7 h-index

    11 publications

    528 citations

  7. Indiana University Bloomington

    Bloomington, United States

    7 h-index

    12 publications

    840 citations

  8. Duke University

    Durham, United States

    7 h-index

    15 publications

    1.4K citations

1–8 of 635

Venues

  1. arXiv (Cornell University)

    Repository · 10 publications · 476 citations

    10

    h-index

  2. 9

    h-index

  3. SSRN Electronic Journal

    Repository · 7 publications · 187 citations

    7

    h-index

  4. PLoS ONE

    6 publications · 216 citations

    6

    h-index

  5. Reliability Engineering & System Safety

    6 publications · 202 citations

    6

    h-index

1–5