Concepedia

Bayesian Uncertainty Analysis

Bayesian Uncertainty Analysis is a statistical inference framework that quantifies uncertainty in model parameters and predictions by updating prior beliefs with observed data through Bayes' theorem.

624

Publications

43.2K

Citations

1.5K

Authors

684

Institutions

Publications per year

2017–2026

199

Parents

Publications

624

Assessment and Propagation of Model Uncertainty

David Draper · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1995 · 1.6K citations · Full text

, , +16

bayestestR: Describing Effects and their Uncertainty, Existence and Significance within the Bayesian Framework

Dominique Makowski, Mattan S. Ben‐Shachar, Daniel Lüdecke · The Journal of Open Source Software · 2019 · 1.5K citations · Full text

, , +15

Updating Models and Their Uncertainties. I: Bayesian Statistical Framework

James L. Beck, Lambros S. Katafygiotis · Journal of Engineering Mechanics · 1998 · 1.5K citations

, , +15

Model Selection and Accounting for Model Uncertainty in Graphical Models Using Occam's Window

David Madigan, Adrian E. Raftery · Journal of the American Statistical Association · 1994 · 1.2K citations

, , +17

Hands-On Bayesian Neural Networks—A Tutorial for Deep Learning Users

Laurent Valentin Jospin, Hamid Laga, Farid Boussaïd et al. · IEEE Computational Intelligence Magazine · 2022 · 823 citations · Full text

, , +13

1–5 of 624

Authors

1.5K

  1. SM
    Sankaran Mahadevan

    Vanderbilt University, United States

    13 publications · 531 citations

    12

    h-index

  2. IL
    Ignacio Lira

    Pontificia Universidad Católica de Chile, Chile

    8 publications · 282 citations

    8

    h-index

  3. CE
    Clemens Elster

    Physikalisch-Technische Bundesanstalt, Germany

    8 publications · 223 citations

    8

    h-index

  4. MB
    Michael Beer

    University of Liverpool, United Kingdom

    7 publications · 222 citations

    7

    h-index

  5. MJ
    Mitchell J. Small

    Carnegie Mellon University, United States

    6 publications · 361 citations

    6

    h-index

1–5 of 1.5K

Institutions

684

  1. Vanderbilt University

    Nashville, United States

    14 h-index

    28 publications

    1.2K citations

  2. Los Alamos National Laboratory

    Los Alamos, United States

    13 h-index

    23 publications

    1.5K citations

  3. Physikalisch-Technische Bundesanstalt

    Braunschweig, Germany

    13 h-index

    19 publications

    1K citations

  4. National Institute of Standards and Technology

    Gaithersburg, United States

    12 h-index

    26 publications

    2K citations

  5. North Carolina State University

    Raleigh, United States

    10 h-index

    18 publications

    552 citations

  6. University of Liverpool

    Liverpool, United Kingdom

    10 h-index

    11 publications

    398 citations

  7. Carnegie Mellon University

    Pittsburgh, United States

    10 h-index

    14 publications

    765 citations

  8. The University of Texas at Austin

    Austin, United States

    9 h-index

    24 publications

    1.9K citations

1–8 of 684

Venues

  1. Water Resources Research

    20 publications · 3.1K citations

    19

    h-index

  2. Metrologia

    29 publications · 1.1K citations

    18

    h-index

  3. Reliability Engineering & System Safety

    16 publications · 1.1K citations

    15

    h-index

  4. arXiv (Cornell University)

    Repository · 16 publications · 863 citations

    14

    h-index

  5. Risk Analysis

    15 publications · 745 citations

    13

    h-index

1–5