Concepedia

Conformal Prediction

Conformal Prediction is a statistical framework for quantifying prediction uncertainty by generating set-valued outputs that guarantee valid coverage under minimal assumptions, distinguishing itself from traditional predictive models through its foundation in conformal exchangeability and finite-sample validity.

196

Publications

8.7K

Citations

459

Authors

187

Institutions

Publications per year

2017–2026

134

Variants

Conformal Inference

Parents

Publications

196

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

Introducing Conformal Prediction in Predictive Modeling. A Transparent and Flexible Alternative to Applicability Domain Determination

Ulf Norinder, Lars Carlsson, Scott Boyer et al. · Journal of Chemical Information and Modeling · 2014 · 210 citations

, , +11

HappyMap : A Generalized Multicalibration Method

arXiv (Cornell University) · 2023 · 192 citations · Full text

, , +16

Conformal prediction beyond exchangeability

Rina Foygel Barber, Emmanuel J. Candès, Aaditya Ramdas et al. · The Annals of Statistics · 2023 · 186 citations · Full text

, , +16

1–5 of 196

Authors

459

  1. UN
    Ulf Norinder

    AstraZeneca (Sweden), Sweden

    23 publications · 1.2K citations

    21

    h-index

  2. VV
    Vladimir Vovk

    Royal Holloway University of London, United Kingdom

    11 publications · 1.1K citations

    11

    h-index

  3. OS
    Ola Spjuth

    Uppsala University, Sweden

    11 publications · 525 citations

    11

    h-index

  4. AG
    Alex Gammerman

    Royal Holloway University of London, United Kingdom

    11 publications · 366 citations

    11

    h-index

  5. HB
    Henrik Boström

    Stockholm University, Sweden

    11 publications · 414 citations

    10

    h-index

1–5 of 459

Institutions

187

  1. Stockholm University

    Stockholm, Sweden

    18 h-index

    25 publications

    1K citations

  2. Royal Holloway University of London

    Egham, United Kingdom

    17 h-index

    46 publications

    1.8K citations

  3. Uppsala University

    Uppsala, Sweden

    14 h-index

    49 publications

    2.5K citations

  4. Stanford University

    Stanford, United States

    13 h-index

    20 publications

    777 citations

  5. Carnegie Mellon University

    Pittsburgh, United States

    10 h-index

    22 publications

    1.5K citations

  6. University of Borås

    Borås, Sweden

    9 h-index

    23 publications

    996 citations

  7. University of Cambridge

    Cambridge, United Kingdom

    9 h-index

    16 publications

    765 citations

  8. Karolinska Institutet

    Stockholm, Sweden

    8 h-index

    17 publications

    1.2K citations

1–8 of 187

Venues

  1. arXiv (Cornell University)

    Repository · 36 publications · 1.5K citations

    17

    h-index

  2. Journal of Chemical Information and Modeling

    JCIM · 11 publications · 733 citations

    11

    h-index

  3. 6

    h-index

  4. Journal of Cheminformatics

    5 publications · 332 citations

    5

    h-index

  5. Machine Learning

    5 publications · 444 citations

    5

    h-index

1–5