Concepedia

Isotonic Regression

Isotonic Regression is a non-parametric regression technique that estimates a monotonic function by minimizing the squared error between observed responses and fitted values subject to the constraint that the predicted outputs are non-decreasing (or non-increasing) with respect to the input variables.

246

Publications

17.3K

Citations

512

Authors

236

Institutions

Publications per year

2017–2026

59

Parents

Publications

246

An empirical comparison of supervised learning algorithms

Rich Caruana, Alexandru Niculescu-Mizil · 2006 · 2.7K citations

, , +17

Predicting good probabilities with supervised learning

Alexandru Niculescu-Mizil, Rich Caruana · 2005 · 1.6K citations

, , +17

Statistical Inference under Order Restrictions (The Theory and Application of Isotonic Regression)

I. Vincze, R. E. Barlow, D. J. Bartholomew et al. · International Statistical Review · 1973 · 878 citations

, , +14

Fast online deconvolution of calcium imaging data

Johannes Friedrich, Pengcheng Zhou, Liam Paninski · PLoS Computational Biology · 2017 · 633 citations · Full text

, , +12

The Use of the Rank Transform in Regression

Ronald L. Iman, W. J. Conover · Technometrics · 1979 · 469 citations

, , +15

1–5 of 246

Authors

512

  1. BS
    Bodhisattva Sen

    Columbia University, United States

    7 publications · 304 citations

    7

    h-index

  2. AG
    Adityanand Guntuboyina

    University of California, Berkeley, United States

    5 publications · 261 citations

    5

    h-index

  3. TR
    Tim Robertson

    University of Iowa, United States

    5 publications · 318 citations

    5

    h-index

  4. QF
    Quentin F. Stout

    University of Michigan, United States

    5 publications · 173 citations

    5

    h-index

  5. QH
    Qiyang Han

    Rutgers Sexual and Reproductive Health and Rights, Netherlands

    5 publications · 129 citations

    5

    h-index

1–5 of 512

Institutions

236

  1. Columbia University

    New York, United States

    11 h-index

    20 publications

    2.4K citations

  2. University of Michigan

    Ann Arbor, United States

    10 h-index

    18 publications

    449 citations

  3. National Institute of Environmental Health Sciences

    Durham, United States

    7 h-index

    10 publications

    443 citations

  4. National Institutes of Health

    Bethesda, United States

    7 h-index

    11 publications

    705 citations

  5. University of North Carolina at Chapel Hill

    Chapel Hill, United States

    7 h-index

    8 publications

    632 citations

  6. University of Missouri

    Columbia, United States

    6 h-index

    7 publications

    222 citations

  7. Carnegie Mellon University

    Pittsburgh, United States

    6 h-index

    9 publications

    1.3K citations

  8. Cornell University

    Ithaca, United States

    5 h-index

    8 publications

    9K citations

1–8 of 236

Venues

  1. Statistics in Medicine

    15 publications · 876 citations

    15

    h-index

  2. The Annals of Statistics

    20 publications · 973 citations

    15

    h-index

  3. Journal of the American Statistical Association

    15 publications · 1.1K citations

    13

    h-index

  4. arXiv (Cornell University)

    Repository · 13 publications · 393 citations

    11

    h-index

  5. Biometrics

    9 publications · 840 citations

    9

    h-index

1–5