Concepedia

Robust Regression

Robust Regression is a regression method that minimizes the influence of outliers and violations of classical assumptions by employing estimation techniques more resistant to deviations from normality, heteroscedasticity, and data contamination compared to ordinary least squares regression.

1.9K

Publications

183.4K

Citations

4.5K

Authors

1.8K

Institutions

Publications per year

2017–2026

543

Parents

Publications

1.9K

Applied Regression Analysis

Technometrics · 2005 · 18.1K citations

, , +17

Robust Locally Weighted Regression and Smoothing Scatterplots

William S. Cleveland · Journal of the American Statistical Association · 1979 · 10.9K citations

, , +13

Variable Selection via Nonconcave Penalized Likelihood and its Oracle Properties

Jianqing Fan, Runze Li · Journal of the American Statistical Association · 2001 · 9.2K citations

, , +16

Robust Regression and Outlier Detection

Gregory F. Piepel, Peter J. Rousseeuw, Annick M. Leroy · Technometrics · 1989 · 6.2K citations

, , +16

Introduction to Linear Regression Analysis.

Renato Assunção, Paul D. Sampson, Douglas C. Montgomery et al. · Journal of the American Statistical Association · 1993 · 5.4K citations

, , +16

1–5 of 1.9K

Authors

4.5K

  1. PJ
    Peter J. Rousseeuw

    University of Antwerp, Belgium

    26 publications · 20.6K citations

    22

    h-index

  2. RJ
    Raymond J. Carroll

    Texas A&M University, United States

    19 publications · 2.6K citations

    17

    h-index

  3. DR
    David Ruppert

    Cornell University, United States

    14 publications · 6.4K citations

    14

    h-index

  4. SG
    Salvatore Greco

    University of Catania, Italy

    14 publications · 1.2K citations

    14

    h-index

  5. RS
    Roman Słowiński

    Poznań University of Technology, Poland

    14 publications · 1.2K citations

    14

    h-index

1–5 of 4.5K

Institutions

1.8K

  1. KU Leuven

    Leuven, Belgium

    22 h-index

    50 publications

    2.9K citations

  2. University of British Columbia

    Vancouver, Canada

    18 h-index

    48 publications

    2.2K citations

  3. University of Southern California

    Los Angeles, United States

    17 h-index

    45 publications

    3K citations

  4. Universidad de Buenos Aires

    Buenos Aires, Argentina

    16 h-index

    42 publications

    2.1K citations

  5. Poznań University of Technology

    Poznan, Poland

    15 h-index

    25 publications

    2K citations

  6. Nanjing University of Science and Technology

    Nanjing, China

    14 h-index

    46 publications

    2.2K citations

  7. Stanford University

    Stanford, United States

    14 h-index

    38 publications

    5.6K citations

  8. Systems Research Institute

    Warsaw, Poland

    14 h-index

    14 publications

    1.2K citations

1–8 of 1.8K

Venues

  1. Journal of the American Statistical Association

    81 publications · 41.5K citations

    47

    h-index

  2. Technometrics

    49 publications · 14.5K citations

    30

    h-index

  3. The Annals of Statistics

    39 publications · 7.6K citations

    28

    h-index

  4. Computational Statistics & Data Analysis

    CSDA · 36 publications · 1.1K citations

    21

    h-index

  5. 19

    h-index

1–5