Concepedia

Bayesian Binning Into Quantiles

Bayesian Binning Into Quantiles is a probabilistic calibration method that partitions predicted probabilities into quantile bins using a Bayesian framework to optimize bin boundaries and improve the reliability of uncertainty estimates.

7

Publications

1.1K

Citations

22

Authors

10

Institutions

Publications per year

2017–2026

6

Parents

Publications

7

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

GUESS: projecting machine learning scores to well-calibrated probability estimates for clinical decision-making

Johanna Schwarz, Dominik Heider · Bioinformatics · 2018 · 46 citations

, , +16

Brq: an R package for Bayesian quantile regression

Rahim Alhamzawi, Haithem Taha Mohammad Ali · METRON · 2020 · 31 citations

, , +14

Consistent intensity-duration-frequency curves by post-processing of estimated Bayesian posterior quantiles

Thea Roksvåg, Julia Lutz, Lars Grinde et al. · Journal of Hydrology · 2021 · 25 citations

, , +13

Designing for the Extremes: Modeling Drivers’ Response Time to Take Back Control From Automation Using Bayesian Quantile Regression

Azadeh Dinparastdjadid, John D. Lee, Joshua Domeyer et al. · Human Factors The Journal of the Human Factors and Ergonomics Society · 2019 · 22 citations

, , +14

1–5 of 7

Authors

22

  1. JS
    Johanna Schwarz

    Stockholm University, Sweden

    1 publications · 46 citations

    1

    h-index

  2. DH
    Dominik Heider

    Philipps University of Marburg, Germany

    1 publications · 46 citations

    1

    h-index

  3. RA
    Rahim Alhamzawi

    University of Al-Qadisiyah, Iraq

    1 publications · 31 citations

    1

    h-index

  4. MH
    Miloš Hauskrecht

    University of Pittsburgh, United States

    1 publications · 947 citations

    1

    h-index

  5. GC
    Gregory Cooper

    University of Pittsburgh, United States

    1 publications · 947 citations

    1

    h-index

1–5 of 22

Institutions

10

  1. University of Al-Qadisiyah

    Ad Dīwānīyah, Iraq

    1 h-index

    1 publications

    31 citations

  2. Norwegian Computing Center

    Oslo, Norway

    1 h-index

    2 publications

    50 citations

  3. University of Iowa

    Iowa City, United States

    1 h-index

    2 publications

    44 citations

  4. Deutsches Zentrum für Luft- und Raumfahrt e. V. (DLR)

    Cologne, Germany

    1 h-index

    2 publications

    32 citations

  5. Norwegian Meteorological Institute

    Oslo, Norway

    1 h-index

    3 publications

    75 citations

  6. University of Pittsburgh

    Pittsburgh, United States

    1 h-index

    3 publications

    2.8K citations

  7. Centre de Mathématiques Appliquées de l'École polytechnique

    Palaiseau, France

    1 h-index

    2 publications

    32 citations

  8. University of Wisconsin–Madison

    Madison, United States

    1 h-index

    3 publications

    66 citations

1–8 of 10

Venues

  1. Journal of Hydrology

    1 publications · 25 citations

    1

    h-index

  2. 1

    h-index

  3. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 1 publications · 947 citations

    1

    h-index

  4. Bioinformatics

    1 publications · 46 citations

    1

    h-index

  5. METRON

    1 publications · 31 citations

    1

    h-index

1–5