Concepedia

Elastic Net Regression

Elastic Net Regression is a regularized linear regression method that combines both L1 and L2 penalty terms to balance sparsity and multicollinearity by simultaneously performing variable selection and coefficient shrinkage.

669

Publications

78.7K

Citations

3.1K

Authors

1.2K

Institutions

Publications per year

2017–2026

471

Parents

Publications

669

Regularization and Variable Selection Via the Elastic Net

Hui Zou, Trevor Hastie · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2005 · 21K citations · Full text

, , +15

Regularization Paths for Generalized Linear Models via Coordinate Descent

Jerome H. Friedman, Trevor Hastie, Robert Tibshirani · Journal of Statistical Software · 2010 · 17.1K citations · Full text

, , +17

Sparse Principal Component Analysis

Hui Zou, Trevor Hastie, Robert Tibshirani · Journal of Computational and Graphical Statistics · 2006 · 3.2K citations

, , +17

Regularization Paths for Cox's Proportional Hazards Model via Coordinate Descent

Noah Simon, J. Friedman, Trevor Hastie et al. · Journal of Statistical Software · 2011 · 2.6K citations · Full text

, , +16

Pathwise coordinate optimization

Jerome H. Friedman, Trevor Hastie, Holger Höfling et al. · The Annals of Applied Statistics · 2007 · 1.9K citations · Full text

, , +13

1–5 of 669

Authors

3.1K

  1. HZ
    Hui Zou

    University of Minnesota, United States

    10 publications · 25.4K citations

    10

    h-index

  2. TH
    Trevor Hastie

    Stanford University, United States

    8 publications · 46.5K citations

    8

    h-index

  3. RT
    Robert Tibshirani

    Stanford University, United States

    5 publications · 22.5K citations

    5

    h-index

  4. IC
    Ives Cavalcante Passos

    Universidade Federal do Rio Grande do Sul, Brazil

    5 publications · 174 citations

    5

    h-index

  5. BD
    Bappa Das

    Central Coastal Agricultural Research Institute, India

    4 publications · 153 citations

    4

    h-index

1–5 of 3.1K

Institutions

1.2K

  1. Stanford University

    Stanford, United States

    20 h-index

    73 publications

    76K citations

  2. Harvard University

    Cambridge, United States

    20 h-index

    102 publications

    4.4K citations

  3. University of Minnesota

    Minneapolis, United States

    13 h-index

    29 publications

    1.3K citations

  4. University of Michigan

    Ann Arbor, United States

    12 h-index

    31 publications

    2.7K citations

  5. Brigham and Women's Hospital

    Boston, United States

    12 h-index

    40 publications

    1.4K citations

  6. University College London

    London, United Kingdom

    12 h-index

    30 publications

    901 citations

  7. King's College London

    London, United Kingdom

    10 h-index

    57 publications

    5.9K citations

  8. Duke University

    Durham, United States

    10 h-index

    35 publications

    8.9K citations

1–8 of 1.2K

Venues

  1. PLoS ONE

    18 publications · 935 citations

    17

    h-index

  2. Scientific Reports

    17 publications · 770 citations

    16

    h-index

  3. BMC Bioinformatics

    11 publications · 668 citations

    11

    h-index

  4. arXiv (Cornell University)

    Repository · 10 publications · 658 citations

    10

    h-index

  5. Bioinformatics

    10 publications · 773 citations

    10

    h-index

1–5