Concepedia

Bayes Risk

Bayes Risk is the expected value of the loss function under the joint distribution of the data and the true parameter, minimized over all possible decision rules, representing the lowest achievable expected loss in a Bayesian decision-theoretic framework.

428

Publications

22.2K

Citations

809

Authors

368

Institutions

Publications per year

2017–2026

71

Parents

Publications

428

On the Optimality of the Simple Bayesian Classifier under Zero-One Loss

Pedro Domingos, Michael J. Pazzani · Machine Learning · 1997 · 3.1K citations · Full text

, , +14

Bayesian Estimation and Prediction Using Asymmetric Loss Functions

Arnold Zellner · Journal of the American Statistical Association · 1986 · 864 citations

, , +16

Statistical behavior and consistency of classification methods based on convex risk minimization

Tong Zhang · The Annals of Statistics · 2004 · 726 citations · Full text

, , +15

Sequence-discriminative training of deep neural networks

Karel Veselý, Arnab Ghoshal, Lukáš Burget et al. · 2013 · 662 citations · Full text

, , +13

Calibrating Probability with Undersampling for Unbalanced Classification

Andrea Dal Pozzolo, Olivier Caelen, R. A. Johnson et al. · 2015 · 606 citations

, , +16

1–5 of 428

Authors

809

  1. HN
    Hermann Ney

    RWTH Aachen University, Germany

    7 publications · 177 citations

    7

    h-index

  2. RM
    Robert M. Gray

    Stanford University, United States

    7 publications · 313 citations

    7

    h-index

  3. KO
    K.L. Oehler

    Stanford University, United States

    6 publications · 265 citations

    6

    h-index

  4. CL
    Chien‐Tai Lin

    Tamkang University, Taiwan

    5 publications · 164 citations

    5

    h-index

  5. BK
    Brian Kingsbury

    IBM Research - Thomas J. Watson Research Center, United States

    5 publications · 989 citations

    5

    h-index

1–5 of 809

Institutions

368

  1. Stanford University

    Stanford, United States

    13 h-index

    33 publications

    1.6K citations

  2. IBM Research - Thomas J. Watson Research Center

    Yorktown Heights, United States

    12 h-index

    20 publications

    2.2K citations

  3. Massachusetts Institute of Technology

    Cambridge, United States

    11 h-index

    23 publications

    1.2K citations

  4. Johns Hopkins University

    Baltimore, United States

    10 h-index

    17 publications

    1.1K citations

  5. Purdue University West Lafayette

    West Lafayette, United States

    7 h-index

    10 publications

    512 citations

  6. Google (United States)

    Mountain View, United States

    6 h-index

    21 publications

    1K citations

  7. University of Cambridge

    Cambridge, United Kingdom

    6 h-index

    15 publications

    789 citations

  8. University of California San Diego

    San Diego, United States

    6 h-index

    10 publications

    695 citations

1–8 of 368

Venues

  1. The Annals of Statistics

    41 publications · 3.1K citations

    24

    h-index

  2. IEEE Transactions on Information Theory

    25 publications · 1.7K citations

    18

    h-index

  3. Communication in Statistics- Theory and Methods

    14 publications · 251 citations

    12

    h-index

  4. arXiv (Cornell University)

    Repository · 15 publications · 366 citations

    12

    h-index

  5. Journal of the American Statistical Association

    11 publications · 1.8K citations

    10

    h-index

1–5