Concepedia

Aleatoric Uncertainty

Aleatoric Uncertainty is a type of uncertainty that arises from inherent randomness or stochastic variability in a system or measurement process, distinguishable from epistemic uncertainty by its irreducible nature regardless of the amount of observed data.

125

Publications

11.1K

Citations

425

Authors

173

Institutions

Publications per year

2017–2026

107

Variants

Stochastic Uncertainty

Parents

Publications

125

What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision?

Alex Kendall, Yarin Gal · arXiv (Cornell University) · 2017 · 2.5K citations · Full text

, , +16

Aleatoric and epistemic uncertainty in machine learning: an introduction to concepts and methods

Machine Learning · 2021 · 1.5K citations · Full text

, , +16

Aleatoric uncertainty estimation with test-time augmentation for medical image segmentation with convolutional neural networks

Guotai Wang, Wenqi Li, Michaël Aertsen et al. · Neurocomputing · 2019 · 640 citations · Full text

, , +17

What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision

Alex Kendall, Yarin Gal · arXiv (Cornell University) · 2017 · 522 citations · Full text

, , +15

Quantifying probabilities of volcanic events: The example of volcanic hazard at Mount Vesuvius

Warner Marzocchi, Laura Sandri, Paolo Gasparini et al. · Journal of Geophysical Research Atmospheres · 2004 · 348 citations

, , +17

1–5 of 125

Authors

425

  1. YG
    Yarin Gal

    University of Oxford, United Kingdom

    4 publications · 3.1K citations

    4

    h-index

  2. NT
    Nataša Tagasovska

    University of Lausanne, Switzerland

    2 publications · 99 citations

    2

    h-index

  3. FM
    Francesco Montomoli

    Imperial College London, United Kingdom

    2 publications · 76 citations

    2

    h-index

  4. LR
    Lars Rosenbaum

    University of Tübingen, Germany

    2 publications · 293 citations

    2

    h-index

  5. DS
    Daniel Saromo

    Pontificia Universidad Católica del Perú, Peru

    2 publications · 80 citations

    2

    h-index

1–5 of 425

Institutions

173

  1. University of Cambridge

    Cambridge, United Kingdom

    7 h-index

    21 publications

    6.9K citations

  2. Stanford University

    Stanford, United States

    4 h-index

    7 publications

    253 citations

  3. University of Oxford

    Oxford, United Kingdom

    4 h-index

    10 publications

    171 citations

  4. University of Illinois Urbana-Champaign

    Urbana, United States

    3 h-index

    7 publications

    181 citations

  5. Tsinghua University

    Beijing, China

    3 h-index

    8 publications

    722 citations

  6. Imperial College London

    London, United Kingdom

    3 h-index

    9 publications

    840 citations

  7. Google (United States)

    Mountain View, United States

    3 h-index

    3 publications

    65 citations

  8. Radboud University Nijmegen

    Nijmegen, The Netherlands

    2 h-index

    6 publications

    122 citations

1–8 of 173

Venues

  1. arXiv (Cornell University)

    Repository · 23 publications · 3.7K citations

    16

    h-index

  2. Reliability Engineering & System Safety

    5 publications · 323 citations

    5

    h-index

  3. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 5 publications · 169 citations

    4

    h-index

  4. 3

    h-index

  5. 2

    h-index

1–5