Concepedia

Bayesian Model Uncertainty

Bayesian Model Uncertainty is a formal framework within Bayesian econometrics that characterizes the uncertainty surrounding model specification by treating competing models as hypotheses with associated posterior probabilities, thereby distinguishing it from parameter uncertainty through its focus on model space variability.

840

Publications

81.4K

Citations

2.2K

Authors

949

Institutions

Publications per year

2017–2026

300

Parents

Publications

840

Bayesian Model Selection in Social Research

Adrian E. Raftery · Sociological Methodology · 1995 · 6.9K citations

, , +17

Bayesian model averaging: a tutorial (with comments by M. Clyde, David Draper and E. I. George, and a rejoinder by the authors

Jennifer A. Hoeting, David Madigan, Adrian E. Raftery et al. · Statistical Science · 1999 · 4.2K citations · Full text

, , +15

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

, , +15

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

Yarin Gal, Zoubin Ghahramani · arXiv (Cornell University) · 2015 · 2.6K citations · Full text

, , +15

Bayesian Model Averaging for Linear Regression Models

1997 · 1.8K citations

, , +16

1–5 of 840

Authors

2.2K

  1. AE
    Adrian E. Raftery

    University of Washington, United States

    18 publications · 14.2K citations

    16

    h-index

  2. TS
    Theo S. Eicher

    University of Washington, United States

    10 publications · 912 citations

    10

    h-index

  3. MA
    Merlise A. Clyde

    Duke University, United States

    8 publications · 788 citations

    8

    h-index

  4. CT
    Charalambos Tsangarides

    International Monetary Fund, United States

    7 publications · 177 citations

    7

    h-index

  5. MY
    Ming Ye

    Florida State University, United States

    7 publications · 399 citations

    7

    h-index

1–5 of 2.2K

Institutions

949

  1. University of Washington

    Seattle, United States

    24 h-index

    49 publications

    16.3K citations

  2. University of Cambridge

    Cambridge, United Kingdom

    19 h-index

    38 publications

    18.9K citations

  3. Duke University

    Durham, United States

    18 h-index

    51 publications

    5.7K citations

  4. International Monetary Fund

    Washington D.C., United States

    14 h-index

    24 publications

    2.2K citations

  5. Centre National de la Recherche Scientifique

    Paris, France

    13 h-index

    28 publications

    1.2K citations

  6. Texas A&M University

    College Station, United States

    13 h-index

    36 publications

    2.5K citations

  7. The Ohio State University

    Columbus, United States

    12 h-index

    26 publications

    2.2K citations

  8. University of Maryland, College Park

    College Park, United States

    11 h-index

    18 publications

    724 citations

1–8 of 949

Venues

  1. arXiv (Cornell University)

    Repository · 34 publications · 9.2K citations

    24

    h-index

  2. Water Resources Research

    25 publications · 3.4K citations

    22

    h-index

  3. SSRN Electronic Journal

    Repository · 27 publications · 1.3K citations

    18

    h-index

  4. Risk Analysis

    14 publications · 600 citations

    12

    h-index

  5. Reliability Engineering & System Safety

    11 publications · 689 citations

    11

    h-index

1–5