Concepedia

Conformal Regression

Conformal Regression is a statistical regression framework that belongs to the class of conformal prediction methods, distinguished by its ability to generate prediction intervals with finite-sample validity guarantees without relying on parametric assumptions.

69

Publications

4.4K

Citations

150

Authors

63

Institutions

Publications per year

2017–2026

47

Parents

Publications

69

Distribution-Free Predictive Inference for Regression

Jing Lei, Max G’Sell, Alessandro Rinaldo et al. · Journal of the American Statistical Association · 2017 · 751 citations

, , +15

A tutorial on conformal prediction

Glenn Shafer, Vladimir Vovk · arXiv (Cornell University) · 2007 · 625 citations · Full text

, , +13

Conformal Prediction: A Gentle Introduction

Anastasios N. Angelopoulos, Stephen Bates · Foundations and Trends® in Machine Learning · 2023 · 351 citations

, , +8

Regression conformal prediction with random forests

Ulf Johansson, Henrik Boström, Tuve Löfström et al. · Machine Learning · 2014 · 176 citations · Full text

, , +10

Conditional validity of inductive conformal predictors

Vladimir Vovk · Machine Learning · 2013 · 174 citations · Full text

, , +4

1–5 of 69

Authors

150

  1. UN
    Ulf Norinder

    AstraZeneca (Sweden), Sweden

    11 publications · 590 citations

    11

    h-index

  2. VV
    Vladimir Vovk

    Royal Holloway University of London, United Kingdom

    9 publications · 1.1K citations

    9

    h-index

  3. HB
    Henrik Boström

    Stockholm University, Sweden

    6 publications · 308 citations

    6

    h-index

  4. AG
    Alex Gammerman

    Royal Holloway University of London, United Kingdom

    6 publications · 250 citations

    6

    h-index

  5. UJ
    Ulf Johansson

    University of Borås, Sweden

    6 publications · 308 citations

    6

    h-index

1–5 of 150

Institutions

63

  1. Royal Holloway University of London

    Egham, United Kingdom

    12 h-index

    30 publications

    1.5K citations

  2. Stockholm University

    Stockholm, Sweden

    7 h-index

    8 publications

    520 citations

  3. Carnegie Mellon University

    Pittsburgh, United States

    7 h-index

    21 publications

    4.6K citations

  4. AstraZeneca (Sweden)

    Södertälje, Sweden

    5 h-index

    8 publications

    396 citations

  5. Uppsala University

    Uppsala, Sweden

    4 h-index

    13 publications

    1K citations

  6. Jönköping University

    Jönköping, Sweden

    4 h-index

    6 publications

    153 citations

  7. Stanford University

    Stanford, United States

    4 h-index

    6 publications

    263 citations

  8. University of Borås

    Borås, Sweden

    4 h-index

    9 publications

    709 citations

1–8 of 63

Venues

  1. arXiv (Cornell University)

    Repository · 11 publications · 876 citations

    11

    h-index

  2. 6

    h-index

  3. Neurocomputing

    3 publications · 59 citations

    3

    h-index

  4. Pattern Recognition

    3 publications · 115 citations

    3

    h-index

  5. Machine Learning

    3 publications · 397 citations

    3

    h-index

1–5