Concepedia

Log Loss

Log Loss is a probabilistic loss function used in classification tasks that measures the performance of a model by penalizing incorrect predictions based on their deviation from the true class labels, where the penalty increases logarithmically as the predicted probability diverges from the actual outcome.

118

Publications

6.7K

Citations

357

Authors

170

Institutions

Publications per year

2017–2026

62

Parents

Publications

118

A Comprehensive Survey of Loss Functions in Machine Learning

Qi Wang, Yue Ma, Kun Zhao et al. · Annals of Data Science · 2020 · 693 citations

, , +15

On Loss Functions for Deep Neural Networks in Classification

Katarzyna Janocha, Wojciech Marian Czarnecki · Schedae Informaticae · 2017 · 600 citations · Full text

, , +16

An Experimental Analysis of Attack Classification Using Machine Learning in IoT Networks

Andrew Churcher, Rehmat Ullah, Jawad Ahmad et al. · Sensors · 2021 · 424 citations · Full text

, , +17

Relative Loss Bounds for On-Line Density Estimation with the Exponential Family of Distributions

Katy S. Azoury, Manfred K. Warmuth · Machine Learning · 2001 · 292 citations · Full text

, , +14

The Comparison of LightGBM and XGBoost Coupling Factor Analysis and Prediagnosis of Acute Liver Failure

Dongyang Zhang, Yicheng Gong · IEEE Access · 2020 · 226 citations · Full text

, , +16

1–5 of 118

Authors

357

  1. PG
    Peter Grünwald

    Centrum Wiskunde & Informatica, Netherlands

    5 publications · 144 citations

    5

    h-index

  2. JW
    Janet W. Hartley

    National Institute of Allergy and Infectious Diseases, United States

    4 publications · 221 citations

    4

    h-index

  3. WP
    Wallace P. Rowe

    National Institute of Allergy and Infectious Diseases, United States

    4 publications · 221 citations

    4

    h-index

  4. NA
    Nishant A. Mehta

    Georgia Institute of Technology, United States

    3 publications · 105 citations

    3

    h-index

  5. MK
    Manfred K. Warmuth

    University of California, Santa Cruz, United States

    3 publications · 349 citations

    3

    h-index

1–5 of 357

Institutions

170

  1. University of California, Santa Cruz

    Santa Cruz, United States

    5 h-index

    6 publications

    430 citations

  2. National Institutes of Health

    Bethesda, United States

    5 h-index

    17 publications

    919 citations

  3. National Institute of Allergy and Infectious Diseases

    Bethesda, United States

    4 h-index

    16 publications

    884 citations

  4. Johns Hopkins University

    Baltimore, United States

    3 h-index

    5 publications

    137 citations

  5. Carnegie Mellon University

    Pittsburgh, United States

    3 h-index

    4 publications

    105 citations

  6. Stanford University

    Stanford, United States

    3 h-index

    6 publications

    288 citations

  7. Centrum Wiskunde & Informatica

    Amsterdam, The Netherlands

    3 h-index

    3 publications

    72 citations

  8. Microsoft (United States)

    Redmond, United States

    2 h-index

    2 publications

    53 citations

1–8 of 170

Venues

  1. arXiv (Cornell University)

    Repository · 18 publications · 679 citations

    17

    h-index

  2. The Journal of Experimental Medicine

    4 publications · 221 citations

    4

    h-index

  3. IEEE Access

    3 publications · 351 citations

    3

    h-index

  4. Journal of Quantitative Analysis in Sports

    2 publications · 64 citations

    2

    h-index

  5. 2

    h-index

1–5