Concepedia

Ridge Regression

Ridge Regression is a regularized linear regression method that belongs to the class of shrinkage estimators, distinguished by its use of an L2 penalty on the coefficients to mitigate multicollinearity and prevent overfit Practicing multicollinearity and overfitting.

2K

Publications

237.3K

Citations

5K

Authors

1.8K

Institutions

Publications per year

2017–2026

967

Parents

Publications

2K

Regression Shrinkage and Selection Via the Lasso

Robert Tibshirani · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1996 · 51.8K citations

, , +17

Applied Regression Analysis

Technometrics · 2005 · 18.1K citations

, , +17

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

Regularization Paths for Generalized Linear Models via Coordinate Descent.

Jerome H. Friedman, Trevor Hastie, Rob Tibshirani · PubMed · 2010 · 14K citations · Full text

, , +17

Ridge Regression: Biased Estimation for Nonorthogonal Problems

Arthur E. Hoerl, Robert W. Kennard · Technometrics · 1970 · 8.9K citations

, , +15

1–5 of 2K

Authors

5K

  1. BM
    B. M. Golam Kibria

    Florida International University, United States

    28 publications · 2.3K citations

    23

    h-index

  2. AF
    Adewale F. Lukman

    Landmark University, Nigeria

    19 publications · 882 citations

    16

    h-index

  3. GS
    Ghazi Shukur

    Jönköping University, Sweden

    16 publications · 1.4K citations

    15

    h-index

  4. ‎A
    ‎M‎ohammad Arashi

    University of Shahrood, Iran

    21 publications · 621 citations

    14

    h-index

  5. JH
    John H. Kalivas

    Idaho State University, United States

    15 publications · 548 citations

    14

    h-index

1–5 of 5K

Institutions

1.8K

  1. Florida International University

    Miami, United States

    25 h-index

    39 publications

    3K citations

  2. Chinese Academy of Sciences

    Beijing, China

    21 h-index

    62 publications

    2.8K citations

  3. Stanford University

    Stanford, United States

    20 h-index

    39 publications

    28.5K citations

  4. Jönköping University

    Jönköping, Sweden

    19 h-index

    38 publications

    2.4K citations

  5. Cukurova University

    Adana, Türkiye

    18 h-index

    47 publications

    2K citations

  6. Centre National de la Recherche Scientifique

    Paris, France

    16 h-index

    55 publications

    2K citations

  7. University of California, Berkeley

    Berkeley, United States

    16 h-index

    37 publications

    3K citations

  8. Tsinghua University

    Beijing, China

    15 h-index

    35 publications

    1.9K citations

1–8 of 1.8K

Venues

  1. Technometrics

    59 publications · 35.1K citations

    35

    h-index

  2. Communication in Statistics- Theory and Methods

    76 publications · 5.2K citations

    30

    h-index

  3. arXiv (Cornell University)

    Repository · 87 publications · 4.1K citations

    30

    h-index

  4. Journal of the American Statistical Association

    39 publications · 3.8K citations

    29

    h-index

  5. 28

    h-index

1–5