Concepedia

Least Absolute Deviations Regression

Least Absolute Deviations Regression is a regression method that belongs to the class of robust statistical estimation techniques, differing from ordinary least squares by minimizing the sum of absolute residuals rather than squared residuals, thereby reducing sensitivity to outliers.

159

Publications

11.8K

Citations

303

Authors

190

Institutions

Publications per year

2017–2026

20

Variants

L1 Norm RegressionL1 RegressionLad Regression

Parents

Publications

159

Least absolute deviations estimation for the censored regression model

James L. Powell · Journal of Econometrics · 1984 · 1.3K citations

, , +13

Load estimator (LOADEST): a FORTRAN program for estimating constituent loads in streams and rivers

Robert L. Runkel, Charles G. Crawford, Timothy A. Cohn · Techniques and methods · 2004 · 923 citations

, , +16

Preference-Based EQ-5D Index Scores for Chronic Conditions in the United States

Patrick W. Sullivan, Vahram Ghushchyan · Medical Decision Making · 2006 · 719 citations · Full text

, , +16

Asymptotics for Least Absolute Deviation Regression Estimators

David Pollard · Econometric Theory · 1991 · 664 citations

, , +11

Robust Regression Shrinkage and Consistent Variable Selection Through the LAD-Lasso

Hansheng Wang, Guodong Li, Guohua Jiang · Journal of Business and Economic Statistics · 2007 · 573 citations

, , +16

1–5 of 159

Authors

303

  1. PW
    Paul W. Mielke

    Colorado State University, United States

    5 publications · 139 citations

    5

    h-index

  2. KJ
    Kenneth J. Berry

    Colorado State University, United States

    5 publications · 139 citations

    5

    h-index

  3. KS
    Kristian Sabo

    University of Osijek, Croatia

    3 publications · 51 citations

    3

    h-index

  4. VC
    Victor Chernozhukov

    Massachusetts Institute of Technology, United States

    3 publications · 436 citations

    3

    h-index

  5. SY
    Seung‐Hoon Yoo

    Seoul National University of Science and Technology, South Korea

    3 publications · 71 citations

    3

    h-index

1–5 of 303

Institutions

190

  1. Massachusetts Institute of Technology

    Cambridge, United States

    6 h-index

    7 publications

    2.1K citations

  2. Colorado State University

    Fort Collins, United States

    5 h-index

    13 publications

    402 citations

  3. New York University

    New York, United States

    4 h-index

    6 publications

    228 citations

  4. University of Hong Kong

    Pok Fu Lam, Hong Kong

    4 h-index

    4 publications

    615 citations

  5. Auburn University

    Auburn, United States

    3 h-index

    5 publications

    92 citations

  6. Seoul National University

    Seoul, South Korea

    3 h-index

    6 publications

    175 citations

  7. Pennsylvania State University

    State College, United States

    3 h-index

    5 publications

    144 citations

  8. The University of Texas at Austin

    Austin, United States

    3 h-index

    5 publications

    289 citations

1–8 of 190

Venues

  1. Journal of the American Statistical Association

    8 publications · 1.1K citations

    8

    h-index

  2. Econometric Theory

    7 publications · 993 citations

    7

    h-index

  3. arXiv (Cornell University)

    Repository · 6 publications · 302 citations

    6

    h-index

  4. SSRN Electronic Journal

    Repository · 5 publications · 124 citations

    5

    h-index

  5. Statistics & Probability Letters

    4 publications · 166 citations

    4

    h-index

1–5