Concepedia

Variable Selection

Variable Selection is the statistical process of identifying a subset of predictors from a larger set of potential variables to include in a model based on their relevance to the outcome, balancing model fit and parsimony within the context of Bayesian inference, predictive accuracy, risk factor identification, and inferential validity.

3K

Publications

365.7K

Citations

6.7K

Authors

2.3K

Institutions

Publications per year

2017–2026

956

Parents

Children

Publications

3K

Regularization and Variable Selection Via the Elastic Net

Hui Zou, Trevor Hastie · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2005 · 21K citations · Full text

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Variable Selection via Nonconcave Penalized Likelihood and its Oracle Properties

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

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An introduction to variable and feature selection

GuyonIsabelle, ElisseeffAndré · Journal of Machine Learning Research · 2003 · 7.9K citations

, , +14

The Adaptive Lasso and Its Oracle Properties

Hui Zou · Journal of the American Statistical Association · 2006 · 7.6K citations

, , +10

Model Selection and Estimation in Regression with Grouped Variables

Ming Yuan, Yi Lin · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2005 · 7.5K citations · Full text

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1–5 of 3K

Authors

6.7K

  1. RL
    Runze Li

    Pennsylvania State University, United States

    21 publications · 13.1K citations

    18

    h-index

  2. JF
    Jianqing Fan

    Princeton University, United States

    16 publications · 13.2K citations

    16

    h-index

  3. EI
    Edward I. George

    University of Pennsylvania, United States

    17 publications · 7K citations

    16

    h-index

  4. YL
    Yi‐Zeng Liang

    Central South University, China

    16 publications · 1.6K citations

    15

    h-index

  5. YW
    Yichao Wu

    North Carolina State University, United States

    12 publications · 691 citations

    12

    h-index

1–5 of 6.7K

Institutions

2.3K

  1. Texas A&M University

    College Station, United States

    28 h-index

    56 publications

    4.6K citations

  2. University of Wisconsin–Madison

    Madison, United States

    27 h-index

    56 publications

    14.3K citations

  3. North Carolina State University

    Raleigh, United States

    26 h-index

    75 publications

    5.2K citations

  4. University of Pennsylvania

    Philadelphia, United States

    24 h-index

    66 publications

    7.8K citations

  5. University of Michigan

    Ann Arbor, United States

    23 h-index

    70 publications

    6.5K citations

  6. University of Chicago

    Chicago, United States

    22 h-index

    49 publications

    13.2K citations

  7. Central South University

    Changsha, China

    21 h-index

    102 publications

    9.8K citations

  8. National University of Singapore

    Singapore, Singapore

    21 h-index

    56 publications

    11.6K citations

1–8 of 2.3K

Venues

  1. Journal of the American Statistical Association

    115 publications · 37.1K citations

    63

    h-index

  2. Expert Systems with Applications

    74 publications · 7.8K citations

    46

    h-index

  3. Chemometrics and Intelligent Laboratory Systems

    69 publications · 6.9K citations

    36

    h-index

  4. Computational Statistics & Data Analysis

    CSDA · 81 publications · 4.9K citations

    35

    h-index

  5. The Annals of Statistics

    48 publications · 9.8K citations

    35

    h-index

1–5