Concepedia

Penalized Likelihood

Penalized Likelihood is a statistical inference method that modifies the standard likelihood function by incorporating a penalty term to constrain model complexity, thereby distinguishing it from unpenalized likelihood estimation through the explicit incorporation of prior information or regularization to prevent overfitting.

651

Publications

84.5K

Citations

1.3K

Authors

644

Institutions

Publications per year

2017–2026

119

Parents

Publications

651

Variable Selection via Nonconcave Penalized Likelihood and its Oracle Properties

Jianqing Fan, Runze Li · Journal of the American Statistical Association · 2001 · 9.2K citations

, , +16

Bias reduction of maximum likelihood estimates

David Firth · Biometrika · 1993 · 4.4K citations

, , +16

Flexible smoothing with B-splines and penalties

Paul H.C. Eilers, Brian D. Marx · Statistical Science · 1996 · 3.7K citations · Full text

, , +14

Smoothing reference centile curves: The lms method and penalized likelihood

Tim Cole, P. J. Green · Statistics in Medicine · 1992 · 2.8K citations

, , +16

Thin Plate Regression Splines

Simon N. Wood · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2003 · 2.5K citations · Full text

, , +15

1–5 of 651

Authors

1.3K

  1. JA
    Jeffrey A. Fessler

    University of Michigan, United States

    15 publications · 2.1K citations

    13

    h-index

  2. CG
    Chong Gu

    Purdue University West Lafayette, United States

    13 publications · 642 citations

    12

    h-index

  3. JF
    Jianqing Fan

    Princeton University, United States

    12 publications · 13.1K citations

    12

    h-index

  4. PJ
    Pierre Joly

    Inserm, France

    12 publications · 788 citations

    11

    h-index

  5. DC
    Daniel Commenges

    Inserm, France

    11 publications · 610 citations

    10

    h-index

1–5 of 1.3K

Institutions

644

  1. University of Michigan

    Ann Arbor, United States

    25 h-index

    69 publications

    8K citations

  2. University of Wisconsin–Madison

    Madison, United States

    19 h-index

    41 publications

    4.3K citations

  3. Inserm

    Paris, France

    16 h-index

    47 publications

    2.7K citations

  4. University of California, Berkeley

    Berkeley, United States

    15 h-index

    16 publications

    2.5K citations

  5. University of Washington

    Seattle, United States

    15 h-index

    22 publications

    3.9K citations

  6. Centre National de la Recherche Scientifique

    Paris, France

    13 h-index

    19 publications

    1.6K citations

  7. Bordeaux Population Health

    Bordeaux, France

    12 h-index

    26 publications

    1.6K citations

  8. Harvard University

    Cambridge, United States

    12 h-index

    22 publications

    583 citations

1–8 of 644

Venues

  1. Journal of the American Statistical Association

    44 publications · 15K citations

    32

    h-index

  2. The Annals of Statistics

    39 publications · 6.6K citations

    31

    h-index

  3. Statistics in Medicine

    38 publications · 7.2K citations

    26

    h-index

  4. Biometrics

    39 publications · 2.4K citations

    25

    h-index

  5. IEEE Transactions on Medical Imaging

    20 publications · 2.1K citations

    19

    h-index

1–5