Concepedia

Regularized Estimation

Regularized Estimation is a parameter estimation method that incorporates a penalty term into the estimation criterion to constrain model complexity and prevent overfitting by biasing estimates toward simpler solutions.

926

Publications

62.2K

Citations

1.9K

Authors

800

Institutions

Publications per year

2017–2026

257

Parents

Publications

926

Probabilistic Outputs for Support vector Machines and Comparisons to Regularized Likelihood Methods

John Platt · 1999 · 4.9K citations

, , +12

Model selection and estimation in the Gaussian graphical model

Ming Yuan, Yi Lin · Biometrika · 2007 · 1.7K citations

, , +15

The Dantzig selector: Statistical estimation when $p$ is much larger than $n$

arXiv (Cornell University) · 2005 · 1.7K citations · Full text

, , +13

A penalized matrix decomposition, with applications to sparse principal components and canonical correlation analysis

Daniela Witten, Robert Tibshirani, Trevor Hastie · Biostatistics · 2009 · 1.6K citations · Full text

, , +16

Regularized estimation of large covariance matrices

Peter J. Bickel, Elizaveta Levina · 2006 · 1.3K citations

, , +15

1–5 of 926

Authors

1.9K

  1. MY
    Ming Yuan

    Georgia Institute of Technology, United States

    9 publications · 2.5K citations

    9

    h-index

  2. TC
    Tianshi Chen

    Linköping University, Sweden

    9 publications · 312 citations

    9

    h-index

  3. LL
    Lennart Ljung

    Linköping University, Sweden

    9 publications · 414 citations

    9

    h-index

  4. MJ
    Martin J. Wainwright

    University of California, Berkeley, United States

    8 publications · 1K citations

    8

    h-index

  5. JF
    Jianqing Fan

    Princeton University, United States

    7 publications · 1.1K citations

    7

    h-index

1–5 of 1.9K

Institutions

800

  1. Stanford University

    Stanford, United States

    23 h-index

    59 publications

    10K citations

  2. University of California, Berkeley

    Berkeley, United States

    22 h-index

    42 publications

    9K citations

  3. Centre National de la Recherche Scientifique

    Paris, France

    19 h-index

    50 publications

    2.6K citations

  4. University of Michigan

    Ann Arbor, United States

    16 h-index

    43 publications

    6.8K citations

  5. ETH Zurich

    Zurich, Switzerland

    13 h-index

    26 publications

    2.7K citations

  6. Linköping University

    Linköping, Sweden

    13 h-index

    22 publications

    1.1K citations

  7. University of Minnesota

    Minneapolis, United States

    13 h-index

    34 publications

    2.2K citations

  8. University of Wisconsin–Madison

    Madison, United States

    12 h-index

    15 publications

    2.4K citations

1–8 of 800

Venues

  1. arXiv (Cornell University)

    Repository · 82 publications · 3.2K citations

    27

    h-index

  2. The Annals of Statistics

    29 publications · 5.2K citations

    24

    h-index

  3. IEEE Transactions on Signal Processing

    29 publications · 1.9K citations

    21

    h-index

  4. Computational Statistics & Data Analysis

    CSDA · 17 publications · 480 citations

    14

    h-index

  5. Neurocomputing

    13 publications · 659 citations

    13

    h-index

1–5