Concepedia

Probability Calibration

Probability Calibration is a probabilistic modeling technique that adjusts the output scores of a predictive classifier to ensure that the predicted probabilities accurately reflect the true empirical likelihood of the observed outcomes.

110

Publications

11.1K

Citations

297

Authors

154

Institutions

Publications per year

2017–2026

35

Variants

Classifier Calibration

Parents

Children

Publications

110

Transforming classifier scores into accurate multiclass probability estimates

Bianca Zadrozny, Charles Elkan · 2002 · 1.1K citations

, , +17

Obtaining Well Calibrated Probabilities Using Bayesian Binning

Mahdi Pakdaman Naeini, Gregory Cooper, Miloš Hauskrecht · Proceedings of the AAAI Conference on Artificial Intelligence · 2015 · 947 citations · Full text

, , +17

Probabilistic Forecasting

Tilmann Gneiting · Annual Review of Statistics and Its Application · 2014 · 856 citations

, , +16

Obtaining calibrated probability estimates from decision trees and naive Bayesian classifiers

Bianca Zadrozny, Charles Elkan · 2001 · 656 citations

, , +17

The Comparison and Evaluation of Forecasters

Morris H. DeGroot, Stephen E. Fienberg · Journal of the Royal Statistical Society Series D (The Statistician) · 1983 · 606 citations

, , +16

1–5 of 110

Authors

297

  1. FB
    Fergus Bolger

    University College London, United Kingdom

    4 publications · 245 citations

    4

    h-index

  2. BZ
    Bianca Zadrozny

    Universidade Federal Fluminense, Brazil

    4 publications · 2K citations

    4

    h-index

  3. PL
    Percy Liang

    Stanford University, United States

    3 publications · 232 citations

    3

    h-index

  4. TG
    Tilmann Gneiting

    University of Washington, United States

    3 publications · 954 citations

    3

    h-index

  5. CE
    Charles Elkan

    University of California San Diego, United States

    3 publications · 1.9K citations

    3

    h-index

1–5 of 297

Institutions

154

  1. University of California San Diego

    San Diego, United States

    5 h-index

    8 publications

    3.9K citations

  2. Carnegie Mellon University

    Pittsburgh, United States

    4 h-index

    8 publications

    474 citations

  3. Cornell University

    Ithaca, United States

    3 h-index

    8 publications

    2.1K citations

  4. University of North Carolina at Chapel Hill

    Chapel Hill, United States

    3 h-index

    4 publications

    83 citations

  5. Stanford University

    Stanford, United States

    3 h-index

    6 publications

    451 citations

  6. University College London

    London, United Kingdom

    3 h-index

    7 publications

    280 citations

  7. University of Manchester

    Manchester, United Kingdom

    2 h-index

    3 publications

    170 citations

  8. The University of Texas at Austin

    Austin, United States

    2 h-index

    2 publications

    70 citations

1–8 of 154

Venues

  1. arXiv (Cornell University)

    Repository · 10 publications · 860 citations

    10

    h-index

  2. 5

    h-index

  3. Management Science

    4 publications · 331 citations

    4

    h-index

  4. Bioinformatics

    3 publications · 104 citations

    3

    h-index

  5. Neural Information Processing Systems

    Conference · 2 publications · 145 citations

    2

    h-index

1–5