Concepedia

Sparse Generalized Linear Models

Sparse Generalized Linear Models is a class of generalized linear models that incorporates regularization or structural assumptions to achieve parsimonious parameter estimates by driving a subset of coefficients to exactly zero, thereby enabling variable selection and model interpretability in high-dimensional settings.

84

Publications

6.4K

Citations

191

Authors

118

Institutions

Publications per year

2017–2026

27

Parents

Publications

84

The Group Lasso for Logistic Regression

Lukas Meier, Sara van de Geer, Peter Bühlmann · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2008 · 1.7K citations

, , +14

Degrees of freedom in lasso problems

Ryan J. Tibshirani, Jonathan Taylor · Figshare · 2012 · 353 citations · Full text

, , +9

Degrees of freedom in lasso problems

The Annals of Statistics · 2012 · 236 citations · Full text

, , +9

Sparse Partial Least Squares Classification for High Dimensional Data

Dongjun Chung, Sündüz Keleş · Statistical Applications in Genetics and Molecular Biology · 2010 · 227 citations · Full text

, , +15

Extended BIC for small-n-large-P sparse GLM

Jiahua Chen, Zehua Chen · Statistica Sinica · 2011 · 201 citations

, , +16

1–5 of 84

Authors

191

  1. VC
    Victor Chernozhukov

    Massachusetts Institute of Technology, United States

    3 publications · 206 citations

    3

    h-index

  2. AB
    Alexandre Belloni

    Duke University, United States

    3 publications · 206 citations

    3

    h-index

  3. YW
    Ying Wei

    Columbia University, United States

    3 publications · 206 citations

    3

    h-index

  4. MW
    Mingqiu Wang

    Qufu Normal University, China

    2 publications · 52 citations

    2

    h-index

  5. JT
    Jonathan Taylor

    Stanford University, United States

    2 publications · 172 citations

    2

    h-index

1–5 of 191

Institutions

118

  1. University of Michigan

    Ann Arbor, United States

    6 h-index

    6 publications

    291 citations

  2. Stanford University

    Stanford, United States

    5 h-index

    12 publications

    1.2K citations

  3. Texas A&M University

    College Station, United States

    4 h-index

    8 publications

    389 citations

  4. North Carolina State University

    Raleigh, United States

    4 h-index

    5 publications

    255 citations

  5. University of Electro-Communications

    Tokyo, Japan

    3 h-index

    3 publications

    61 citations

  6. RIKEN Center for Advanced Intelligence Project

    Tokyo, Japan

    3 h-index

    3 publications

    41 citations

  7. Columbia University

    New York, United States

    3 h-index

    3 publications

    227 citations

  8. University of Southern California

    Los Angeles, United States

    3 h-index

    4 publications

    209 citations

1–8 of 118

Venues

  1. arXiv (Cornell University)

    Repository · 13 publications · 405 citations

    12

    h-index

  2. 6

    h-index

  3. Computational Statistics & Data Analysis

    CSDA · 4 publications · 101 citations

    4

    h-index

  4. 4

    h-index

  5. Biometrika

    3 publications · 116 citations

    3

    h-index

1–5