Concepedia

Prediction Error Decomposition

Prediction Error Decomposition is a theoretical framework in statistical learning that decomposes the expected prediction error of a model into constituent components attributable to bias, variance, and irreducible noise, thereby elucidating the tradeoffs governing model performance.

69

Publications

6.1K

Citations

205

Authors

117

Institutions

Publications per year

2017–2026

35

Parents

Publications

69

The elements of statistical learning: data mining, inference and prediction

James Franklin · The Mathematical Intelligencer · 2005 · 1.4K citations

, , +14

The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition by Trevor Hastie, Robert Tibshirani, Jerome Friedman

Klaus Nordhausen · International Statistical Review · 2009 · 645 citations

, , +17

Bias plus variance decomposition for zero-one loss functions

Ron Kohavi, David H. Wolpert · 1996 · 630 citations

, , +11

On the self-erasing nature of errors of prediction.

Steven J. Sherman · Journal of Personality and Social Psychology · 1980 · 509 citations

, , +11

Bias-Variance Analysis of Support Vector Machines for the Development of SVM-Based Ensemble Methods

Giorgio Valentini, Thomas G. Dietterich · 2004 · 253 citations

, , +16

1–5 of 69

Authors

205

  1. OB
    Othman Bouabdallah

    Banque de France, France

    2 publications · 35 citations

    2

    h-index

  2. PM
    Paul M.J. Van den Hof

    Delft University of Technology, Netherlands

    2 publications · 224 citations

    2

    h-index

  3. DZ
    Ding‐Xuan Zhou

    City University of Hong Kong, Hong Kong SAR China

    2 publications · 93 citations

    2

    h-index

  4. SJ
    Steven J. Sherman

    Indiana University Bloomington, United States

    2 publications · 553 citations

    2

    h-index

  5. XB
    Xavier Bombois

    Delft University of Technology, Netherlands

    2 publications · 224 citations

    2

    h-index

1–5 of 205

Institutions

117

  1. UNSW Sydney

    Sydney, Australia

    3 h-index

    3 publications

    1.4K citations

  2. University of Liverpool

    Liverpool, United Kingdom

    2 h-index

    2 publications

    51 citations

  3. Delft University of Technology

    Delft, The Netherlands

    2 h-index

    6 publications

    486 citations

  4. Hohai University

    Nanjing, China

    2 h-index

    2 publications

    52 citations

  5. Eindhoven University of Technology

    Eindhoven, The Netherlands

    2 h-index

    3 publications

    429 citations

  6. Iowa State University

    Ames, United States

    2 h-index

    2 publications

    115 citations

  7. Chengdu University of Technology

    Chengdu, China

    2 h-index

    3 publications

    325 citations

  8. Université Paris Dauphine-PSL

    Paris, France

    2 h-index

    2 publications

    35 citations

1–8 of 117

Venues

  1. 4

    h-index

  2. Journal of Hydrology

    2 publications · 54 citations

    3

    h-index

  3. Journal of Personality and Social Psychology

    2 publications · 553 citations

    2

    h-index

  4. International Journal of Control

    2 publications · 163 citations

    2

    h-index

  5. 2

    h-index

1–5