Concepedia

Ensemble Uncertainty Estimation

Ensemble Uncertainty Estimation is a method in uncertainty quantification that estimates predictive uncertainty by aggregating the outputs of multiple models trained independently, thereby capturing model variance through the diversity of ensemble members.

139

Publications

9.3K

Citations

499

Authors

269

Institutions

Publications per year

2017–2026

84

Parents

Publications

139

Stochastic representation of model uncertainties in the ECMWF ensemble prediction system

Roberto Buizza, M. Milleer, T. N. Palmer · Quarterly Journal of the Royal Meteorological Society · 1999 · 1.1K citations

, , +16

Levenberg–Marquardt forms of the iterative ensemble smoother for efficient history matching and uncertainty quantification

Yan Chen, Dean S. Oliver · Computational Geosciences · 2013 · 380 citations

, , +14

Locally Weighted Ensemble Clustering

Dong Huang, Chang‐Dong Wang, Jianhuang Lai · IEEE Transactions on Cybernetics · 2017 · 374 citations · Full text

, , +12

Noodles: A Tool for Visualization of Numerical Weather Model Ensemble Uncertainty

Jibonananda Sanyal, Song Zhang, Jamie Dyer et al. · IEEE Transactions on Visualization and Computer Graphics · 2010 · 260 citations

, , +14

A Computational Framework for Uncertainty Quantification and Stochastic Optimization in Unit Commitment With Wind Power Generation

Emil M. Constantinescu, Ví­ctor M. Zavala, Matthew Rocklin et al. · IEEE Transactions on Power Systems · 2010 · 259 citations

, , +17

1–5 of 139

Authors

499

  1. AM
    Andrey Malinin

    University of Cambridge, United Kingdom

    6 publications · 237 citations

    6

    h-index

  2. YG
    Yarin Gal

    University of Oxford, United Kingdom

    6 publications · 562 citations

    6

    h-index

  3. MG
    Mark Gales

    University of Cambridge, United Kingdom

    5 publications · 203 citations

    5

    h-index

  4. JV
    Joost van Amersfoort

    University of Oxford, United Kingdom

    4 publications · 337 citations

    4

    h-index

  5. MH
    Markus Holopainen

    University of Helsinki, Finland

    4 publications · 166 citations

    4

    h-index

1–5 of 499

Institutions

269

  1. Centre National de la Recherche Scientifique

    Paris, France

    9 h-index

    17 publications

    1.1K citations

  2. University of Cambridge

    Cambridge, United Kingdom

    8 h-index

    14 publications

    510 citations

  3. University of Oxford

    Oxford, United Kingdom

    7 h-index

    21 publications

    1K citations

  4. NSF National Center for Atmospheric Research

    Boulder, United States

    6 h-index

    7 publications

    711 citations

  5. University of Washington

    Seattle, United States

    5 h-index

    11 publications

    463 citations

  6. Goddard Space Flight Center

    Greenbelt, United States

    5 h-index

    17 publications

    955 citations

  7. Yandex (Russia)

    Moscow, Russia

    4 h-index

    4 publications

    121 citations

  8. Columbia University

    New York, United States

    3 h-index

    4 publications

    179 citations

1–8 of 269

Venues

  1. arXiv (Cornell University)

    Repository · 20 publications · 1.2K citations

    17

    h-index

  2. 4

    h-index

  3. Weather and Forecasting

    3 publications · 89 citations

    3

    h-index

  4. Earth System Dynamics

    3 publications · 318 citations

    3

    h-index

  5. SSRN Electronic Journal

    Repository · 3 publications · 85 citations

    3

    h-index

1–5