Concepedia

Penalized Maximum Likelihood Estimation

Penalized Maximum Likelihood Estimation is a statistical estimation method that extends maximum likelihood estimation by incorporating a penalty term into the likelihood function to regularize parameter estimates and prevent overfitting.

296

Publications

33.6K

Citations

680

Authors

351

Institutions

Publications per year

2017–2026

56

Parents

Publications

296

Bias reduction of maximum likelihood estimates

David Firth · Biometrika · 1993 · 4.4K citations

, , +16

Parametric Recovery of Line‐of‐Sight Velocity Distributions from Absorption‐Line Spectra of Galaxies via Penalized Likelihood

Michele Cappellari, Éric Emsellem · Publications of the Astronomical Society of the Pacific · 2004 · 2.2K citations · Full text

, , +13

A solution to the problem of separation in logistic regression

Georg Heinze, M. Schemper · Statistics in Medicine · 2002 · 2.2K citations

, , +14

Model Selection Through Sparse Maximum Likelihood Estimation for Multivariate Gaussian or Binary Data

Onureena Banerjee, Laurent El Ghaoui, Alexandre d’Aspremont · Journal of Machine Learning Research · 2008 · 1.3K citations

, , +12

British 1990 growth reference centiles for weight, height, body mass index and head circumference fitted by maximum penalized likelihood

Tim Cole, Jenny Freeman, Michael A. Preece · Statistics in Medicine · 1998 · 1.1K citations

, , +17

1–5 of 296

Authors

680

  1. JA
    Jeffrey A. Fessler

    University of Michigan, United States

    9 publications · 2K citations

    9

    h-index

  2. VR
    Virginie Rondeau

    Inserm, France

    6 publications · 663 citations

    6

    h-index

  3. JQ
    Jinyi Qi

    University of California, Davis, United States

    5 publications · 251 citations

    5

    h-index

  4. AO
    Alfred O. Hero

    University of Michigan, United States

    4 publications · 1.4K citations

    4

    h-index

  5. DF
    David Firth

    University of Warwick, United Kingdom

    4 publications · 4.9K citations

    4

    h-index

1–5 of 680

Institutions

351

  1. University of Michigan

    Ann Arbor, United States

    15 h-index

    33 publications

    5.3K citations

  2. University of California, Berkeley

    Berkeley, United States

    9 h-index

    11 publications

    3.8K citations

  3. Centre National de la Recherche Scientifique

    Paris, France

    8 h-index

    9 publications

    610 citations

  4. Columbia University

    New York, United States

    7 h-index

    11 publications

    2K citations

  5. University of Washington

    Seattle, United States

    6 h-index

    10 publications

    1.5K citations

  6. University of Wisconsin–Madison

    Madison, United States

    6 h-index

    10 publications

    643 citations

  7. Inserm

    Paris, France

    6 h-index

    10 publications

    790 citations

  8. ETH Zurich

    Zurich, Switzerland

    5 h-index

    7 publications

    531 citations

1–8 of 351

Venues

  1. The Annals of Statistics

    12 publications · 1.7K citations

    12

    h-index

  2. Biometrika

    10 publications · 5.6K citations

    10

    h-index

  3. Biometrics

    10 publications · 969 citations

    10

    h-index

  4. Journal of Multivariate Analysis

    10 publications · 591 citations

    10

    h-index

  5. Electronic Journal of Statistics

    9 publications · 329 citations

    9

    h-index

1–5