Concepedia

Model Uncertainty Estimation

Model Uncertainty Estimation is a methodological framework within risk estimation that quantifies the uncertainty associated with the structure, assumptions, and parameters of a predictive model, distinguishing it from other sources of uncertainty by focusing specifically on the reliability of the model itself rather than data or measurement variability.

539

Publications

31.2K

Citations

1.6K

Authors

701

Institutions

Publications per year

2017–2026

196

Parents

Publications

539

Model Uncertainty, Data Mining and Statistical Inference

Chris Chatfield · Journal of the Royal Statistical Society Series A (Statistics in Society) · 1995 · 1.1K citations

, , +13

Why your model parameter confidences might be too optimistic. Unbiased estimation of the inverse covariance matrix

J. Hartlap, P. Šimon, Peter Schneider · Astronomy and Astrophysics · 2006 · 869 citations · Full text

, , +15

Modified Jack-knife estimation of parameter uncertainty in bilinear modelling by partial least squares regression (PLSR)

Harald Martens, Magni Martens · Food Quality and Preference · 2000 · 717 citations

, , +15

Model Parameter Estimation and Uncertainty: A Report of the ISPOR-SMDM Modeling Good Research Practices Task Force-6

Andrew Briggs, Milton C. Weinstein, Elisabeth Fenwick et al. · Value in Health · 2012 · 703 citations · Full text

, , +10

Approximate Bayes factors and accounting for model uncertainty in generalised linear models

Adrian E. Raftery · Biometrika · 1996 · 643 citations

, , +15

1–5 of 539

Authors

1.6K

  1. BL
    Baoding Liu

    Tsinghua University, China

    7 publications · 773 citations

    7

    h-index

  2. SM
    Sankaran Mahadevan

    Vanderbilt University, United States

    6 publications · 412 citations

    6

    h-index

  3. CJ
    Christopher J. Roy

    Virginia Tech, United States

    5 publications · 186 citations

    5

    h-index

  4. WL
    William L. Oberkampf

    Sandia National Laboratories, United States

    5 publications · 497 citations

    5

    h-index

  5. LL
    Lindsay Lee

    University of Leeds, United Kingdom

    5 publications · 282 citations

    5

    h-index

1–5 of 1.6K

Institutions

701

  1. Tsinghua University

    Beijing, China

    13 h-index

    21 publications

    2K citations

  2. Centre National de la Recherche Scientifique

    Paris, France

    10 h-index

    25 publications

    2.3K citations

  3. Delft University of Technology

    Delft, The Netherlands

    9 h-index

    13 publications

    722 citations

  4. Virginia Tech

    Blacksburg, United States

    9 h-index

    26 publications

    533 citations

  5. Cornell University

    Ithaca, United States

    9 h-index

    15 publications

    1.2K citations

  6. Beihang University

    Beijing, China

    8 h-index

    18 publications

    660 citations

  7. ETH Zurich

    Zurich, Switzerland

    8 h-index

    12 publications

    983 citations

  8. Vanderbilt University

    Nashville, United States

    8 h-index

    14 publications

    971 citations

1–8 of 701

Venues

  1. Reliability Engineering & System Safety

    20 publications · 1.9K citations

    19

    h-index

  2. arXiv (Cornell University)

    Repository · 15 publications · 475 citations

    12

    h-index

  3. Water Resources Research

    11 publications · 1.3K citations

    11

    h-index

  4. SSRN Electronic Journal

    Repository · 10 publications · 495 citations

    10

    h-index

  5. Risk Analysis

    9 publications · 382 citations

    9

    h-index

1–5