Concepedia

Huber Loss

Huber Loss is a loss function that combines the properties of mean squared error and mean absolute error by being quadratic for small residuals and linear for large residuals to reduce sensitivity to outliers.

110

Publications

33.7K

Citations

278

Authors

150

Institutions

Publications per year

2017–2026

76

Variants

Huber Loss Function

Parents

Publications

110

Greedy function approximation: A gradient boosting machine.

Jerome H. Friedman · The Annals of Statistics · 2001 · 29K citations · Full text

, , +17

From softmax to sparsemax: a sparse model of attention and multi-label classification

André F. T. Martins, Ramón Fernández Astudillo · International Conference on Machine Learning · 2016 · 295 citations

, , +15

A Modified Finite Newton Method for Fast Solution of Large Scale Linear SVMs

S. Sathiya Keerthi, Dennis DeCoste · 2005 · 272 citations

, , +16

From Softmax to Sparsemax: A Sparse Model of Attention and Multi-Label Classification

André F. T. Martins, Ramón Fernández Astudillo · arXiv (Cornell University) · 2016 · 264 citations · Full text

, , +15

Estimation of High Dimensional Mean Regression in the Absence of Symmetry and Light Tail Assumptions

Jianqing Fan, Quefeng Li, Yuyan Wang · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2016 · 224 citations · Full text

, , +16

1–5 of 110

Authors

278

  1. DG
    Deepak Gupta

    National Institute of Technology Arunachal Pradesh, India

    4 publications · 189 citations

    4

    h-index

  2. JF
    Jianqing Fan

    Princeton University, United States

    4 publications · 335 citations

    4

    h-index

  3. QL
    Quefeng Li

    University of North Carolina at Chapel Hill, United States

    2 publications · 242 citations

    2

    h-index

  4. LC
    Liangliang Cao

    University of Illinois Urbana-Champaign, United States

    2 publications · 175 citations

    2

    h-index

  5. MG
    Michael Gygli

    ETH Zurich, Switzerland

    2 publications · 175 citations

    2

    h-index

1–5 of 278

Institutions

150

  1. National Institute of Technology Arunachal Pradesh

    Itanagar, India

    4 h-index

    9 publications

    460 citations

  2. Shandong University

    Jinan, China

    3 h-index

    9 publications

    376 citations

  3. Princeton University

    Princeton, United States

    3 h-index

    7 publications

    657 citations

  4. ETH Zurich

    Zurich, Switzerland

    3 h-index

    3 publications

    219 citations

  5. University of Science and Technology Beijing

    Beijing, China

    3 h-index

    8 publications

    270 citations

  6. Shandong University of Science and Technology

    Qingdao, China

    3 h-index

    8 publications

    208 citations

  7. Technical University of Munich

    Munich, Germany

    2 h-index

    6 publications

    586 citations

  8. Chinese Academy of Sciences

    Beijing, China

    2 h-index

    3 publications

    97 citations

1–8 of 150

Venues

  1. arXiv (Cornell University)

    Repository · 9 publications · 466 citations

    9

    h-index

  2. Neural Computing and Applications

    4 publications · 187 citations

    4

    h-index

  3. Journal of Complexity

    2 publications · 86 citations

    3

    h-index

  4. The Annals of Statistics

    3 publications · 29K citations

    3

    h-index

  5. Electronic Journal of Statistics

    2 publications · 43 citations

    2

    h-index

1–5