Concepedia

Heteroscedastic Uncertainty

Heteroscedastic Uncertainty is a type of uncertainty estimation in which the variability of model prediction errors is explicitly dependent on the input data, distinguishing it from homoscedastic uncertainty by allowing the noise level to vary across different regions of the input space.

87

Publications

3.4K

Citations

252

Authors

147

Institutions

Publications per year

2017–2026

38

Parents

Publications

87

Hydrologic uncertainty processor for probabilistic river stage forecasting

Roman Krzysztofowicz, Karen S. Kelly · Water Resources Research · 2000 · 207 citations

, , +16

The Effects of Experience on Entrepreneurial Optimism and Uncertainty

Stuart Fraser, Francis J. Greene · Economica · 2006 · 200 citations

, , +16

Short-Term Wind Speed or Power Forecasting With Heteroscedastic Support Vector Regression

Qinghua Hu, Shiguang Zhang, Man Yu et al. · IEEE Transactions on Sustainable Energy · 2015 · 157 citations

, , +14

Test-time Data Augmentation for Estimation of Heteroscedastic Aleatoric Uncertainty in Deep Neural Networks

Murat Seçkin Ayhan, Philipp Berens · 2018 · 133 citations

, , +12

Uncertainty-Aware Multi-Shot Knowledge Distillation for Image-Based Object Re-Identification

Xin Jin, Cuiling Lan, Wenjun Zeng et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2020 · 114 citations · Full text

, , +15

1–5 of 87

Authors

252

  1. FP
    Francesca Pianosi

    University of Bristol, United Kingdom

    2 publications · 104 citations

    2

    h-index

  2. AB
    Alberto Bizzi

    Fondazione IRCCS Istituto Neurologico Carlo Besta, Italy

    2 publications · 142 citations

    2

    h-index

  3. AG
    Aurobrata Ghosh

    Institut national de recherche en sciences et technologies du numérique, France

    2 publications · 142 citations

    2

    h-index

  4. DC
    Dorin Comaniciu

    Siemens (United States), United States

    2 publications · 220 citations

    2

    h-index

  5. SN
    Stamatios N. Sotiropoulos

    Wellcome Centre for Integrative Neuroimaging, United Kingdom

    2 publications · 142 citations

    2

    h-index

1–5 of 252

Institutions

147

  1. University College London

    London, United Kingdom

    3 h-index

    7 publications

    615 citations

  2. ETH Zurich

    Zurich, Switzerland

    3 h-index

    5 publications

    142 citations

  3. University of Oxford

    Oxford, United Kingdom

    3 h-index

    3 publications

    251 citations

  4. Rutgers, The State University of New Jersey

    New Brunswick, United States

    2 h-index

    4 publications

    68 citations

  5. Politecnico di Milano

    Milan, Italy

    2 h-index

    3 publications

    150 citations

  6. Siemens (United States)

    Princeton, United States

    2 h-index

    4 publications

    440 citations

  7. University of Amsterdam

    Amsterdam, The Netherlands

    2 h-index

    2 publications

    145 citations

  8. Harvard University

    Cambridge, United States

    2 h-index

    2 publications

    35 citations

1–8 of 147

Venues

  1. arXiv (Cornell University)

    Repository · 9 publications · 251 citations

    9

    h-index

  2. Water Resources Research

    6 publications · 391 citations

    6

    h-index

  3. SSRN Electronic Journal

    Repository · 3 publications · 59 citations

    3

    h-index

  4. Industrial & Engineering Chemistry Research

    3 publications · 69 citations

    3

    h-index

  5. 2

    h-index

1–5