Concepedia

Bayesian Uncertainty Estimation

Bayesian Uncertainty Estimation is a probabilistic framework for quantifying measurement uncertainty by updating prior beliefs with observed data through Bayes' theorem to derive a posterior distribution that characterizes the uncertainty in model parameters or predictions.

526

Publications

32.1K

Citations

1.4K

Authors

601

Institutions

Publications per year

2017–2026

210

Parents

Publications

526

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

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

Bayesian Estimation of Uncertainty in Runoff Prediction and the Value of Data: An Application of the GLUE Approach

Jim Freer, K. Beven, Bruno Ambroise · Water Resources Research · 1996 · 794 citations

, , +17

A Bayesian foundation for individual learning under uncertainty

Christoph Mathys · Frontiers in Human Neuroscience · 2011 · 710 citations · Full text

, , +16

1–5 of 526

Authors

1.4K

  1. CE
    Clemens Elster

    Physikalisch-Technische Bundesanstalt, Germany

    8 publications · 230 citations

    8

    h-index

  2. IL
    Ignacio Lira

    Pontificia Universidad Católica de Chile, Chile

    8 publications · 282 citations

    8

    h-index

  3. CP
    Costas Papadimitriou

    University of Thessaly, Greece

    8 publications · 295 citations

    8

    h-index

  4. SM
    Sankaran Mahadevan

    Vanderbilt University, United States

    6 publications · 423 citations

    6

    h-index

  5. WW
    Wolfgang Wöger

    Physikalisch-Technische Bundesanstalt, Germany

    6 publications · 387 citations

    6

    h-index

1–5 of 1.4K

Institutions

601

  1. Physikalisch-Technische Bundesanstalt

    Braunschweig, Germany

    14 h-index

    23 publications

    1.2K citations

  2. National Institute of Standards and Technology

    Gaithersburg, United States

    13 h-index

    38 publications

    2.4K citations

  3. Los Alamos National Laboratory

    Los Alamos, United States

    11 h-index

    24 publications

    2.4K citations

  4. ETH Zurich

    Zurich, Switzerland

    11 h-index

    27 publications

    3.2K citations

  5. University of Thessaly

    Volos, Greece

    10 h-index

    18 publications

    551 citations

  6. Delft University of Technology

    Delft, The Netherlands

    8 h-index

    17 publications

    1.1K citations

  7. Pontificia Universidad Católica de Chile

    Santiago, Chile

    8 h-index

    9 publications

    304 citations

  8. The Ohio State University

    Columbus, United States

    8 h-index

    15 publications

    934 citations

1–8 of 601

Venues

  1. Metrologia

    33 publications · 1.2K citations

    18

    h-index

  2. arXiv (Cornell University)

    Repository · 30 publications · 1.6K citations

    18

    h-index

  3. Mechanical Systems and Signal Processing

    MSSP · 12 publications · 383 citations

    12

    h-index

  4. Reliability Engineering & System Safety

    11 publications · 394 citations

    11

    h-index

  5. Water Resources Research

    9 publications · 1.9K citations

    9

    h-index

1–5