Concepedia

Penalized Regression

Penalized Regression is a regression method that belongs to the class of variable selection techniques by imposing a penalty on the magnitude of coefficients to simultaneously achieve model parsimony and prevent overfitting.

842

Publications

70.5K

Citations

2.5K

Authors

1.1K

Institutions

Publications per year

2017–2026

281

Variants

Shrinkage Regression

Parents

Publications

842

Nearly unbiased variable selection under minimax concave penalty

Cun‐Hui Zhang · The Annals of Statistics · 2010 · 4K citations · Full text

, , +17

Stable and Efficient Multiple Smoothing Parameter Estimation for Generalized Additive Models

Simon N. Wood · Journal of the American Statistical Association · 2004 · 2.1K citations · Full text

, , +15

Nonparametric Regression and Generalized Linear Models: A Roughness Penalty Approach.

D. J. Best, P. J. Green, B. W. Silverman · Biometrics · 1994 · 1.2K citations

, , +7

Polygenic Risk Scores for Prediction of Breast Cancer and Breast Cancer Subtypes

Nasim Mavaddat, Kyriaki Michailidou, Joe Dennis et al. · The American Journal of Human Genetics · 2018 · 1.2K citations · Full text

, , +17

Penalized Regressions: The Bridge versus the Lasso

Wenjiang J. Fu · Journal of Computational and Graphical Statistics · 1998 · 994 citations

, , +8

1–5 of 842

Authors

2.5K

  1. SM
    Shuangge Ma

    Yale University, United States

    11 publications · 411 citations

    11

    h-index

  2. GT
    Gerhard Tutz

    Ludwig-Maximilians-Universität München, Germany

    11 publications · 901 citations

    11

    h-index

  3. SN
    Simon N. Wood

    University of Bath, United Kingdom

    11 publications · 5.4K citations

    11

    h-index

  4. JH
    Jian Huang

    University of Iowa, United States

    11 publications · 1.3K citations

    11

    h-index

  5. ZY
    Zakariya Yahya Algamal

    University of Mosul, Iraq

    10 publications · 439 citations

    10

    h-index

1–5 of 2.5K

Institutions

1.1K

  1. University of Minnesota

    Minneapolis, United States

    21 h-index

    59 publications

    3.6K citations

  2. University of Iowa

    Iowa City, United States

    19 h-index

    30 publications

    3.6K citations

  3. Harvard University

    Cambridge, United States

    18 h-index

    55 publications

    8.3K citations

  4. Ludwig-Maximilians-Universität München

    Munich, Germany

    17 h-index

    39 publications

    4.1K citations

  5. Yale University

    New Haven, United States

    17 h-index

    34 publications

    3K citations

  6. Centre National de la Recherche Scientifique

    Paris, France

    16 h-index

    45 publications

    2.3K citations

  7. Stanford University

    Stanford, United States

    15 h-index

    32 publications

    8.7K citations

  8. North Carolina State University

    Raleigh, United States

    15 h-index

    25 publications

    3.7K citations

1–8 of 1.1K

Venues

  1. Journal of the American Statistical Association

    36 publications · 6.8K citations

    31

    h-index

  2. Journal of Computational and Graphical Statistics

    JCGS · 31 publications · 3.7K citations

    25

    h-index

  3. The Annals of Statistics

    27 publications · 8.8K citations

    22

    h-index

  4. arXiv (Cornell University)

    Repository · 32 publications · 1.3K citations

    19

    h-index

  5. Bioinformatics

    21 publications · 2.4K citations

    18

    h-index

1–5