Concepedia

Median Regression

Median Regression is a statistical modeling method that estimates the conditional median of a response variable as a function of predictors, differing from mean-based regression approaches by minimizing absolute deviations rather than squared residuals to achieve robustness against outliers.

174

Publications

15.4K

Citations

485

Authors

288

Institutions

Publications per year

2017–2026

30

Variants

Lad RegressionLeast Absolute Deviations

Parents

Publications

174

Quantile Regression

Roger Koenker, Kevin F. Hallock · The Journal of Economic Perspectives · 2001 · 4.3K citations

, , +11

Least Median of Squares Regression

Peter J. Rousseeuw · Journal of the American Statistical Association · 1984 · 3.6K citations

, , +16

Least Median of Squares Regression

Peter J. Rousseeuw · Journal of the American Statistical Association · 1984 · 1.1K citations

, , +16

Robust regression using repeated medians

Andrew F. Siegel · Biometrika · 1982 · 580 citations

, , +9

ℓ1-penalized quantile regression in high-dimensional sparse models

Alexandre Belloni, Victor Chernozhukov · The Annals of Statistics · 2010 · 569 citations · Full text

, , +13

1–5 of 174

Authors

485

  1. SR
    Stuart R. Lipsitz

    Brigham and Women's Hospital, United States

    5 publications · 142 citations

    5

    h-index

  2. SS
    Sundarraman Subramanian

    University of Maine, United States

    4 publications · 87 citations

    4

    h-index

  3. JS
    John Steele

    Durham University, United Kingdom

    3 publications · 153 citations

    3

    h-index

  4. TR
    Tim Robertson

    University of Iowa, United States

    3 publications · 109 citations

    3

    h-index

  5. IV
    Ingrid Van Keilegom

    UCLouvain, Belgium

    3 publications · 444 citations

    3

    h-index

1–5 of 485

Institutions

288

  1. Harvard University

    Cambridge, United States

    6 h-index

    10 publications

    697 citations

  2. Imperial College London

    London, United Kingdom

    5 h-index

    8 publications

    193 citations

  3. Rutgers, The State University of New Jersey

    New Brunswick, United States

    5 h-index

    5 publications

    516 citations

  4. Princeton University

    Princeton, United States

    5 h-index

    5 publications

    784 citations

  5. National University of Singapore

    Singapore, Singapore

    5 h-index

    11 publications

    271 citations

  6. Johns Hopkins University

    Baltimore, United States

    4 h-index

    26 publications

    2.3K citations

  7. Northwestern University

    Evanston, United States

    4 h-index

    10 publications

    919 citations

  8. University of Surrey

    Guildford, United Kingdom

    3 h-index

    4 publications

    106 citations

1–8 of 288

Venues

  1. Journal of the American Statistical Association

    11 publications · 5.6K citations

    11

    h-index

  2. The Annals of Statistics

    6 publications · 714 citations

    6

    h-index

  3. Biometrika

    4 publications · 832 citations

    4

    h-index

  4. Computational Statistics & Data Analysis

    CSDA · 4 publications · 112 citations

    4

    h-index

  5. Biometrics

    4 publications · 283 citations

    4

    h-index

1–5