Concepedia

Priors For Variable Selection

Priors for Variable Selection is a Bayesian statistical framework that specifies prior distributions over model parameters to facilitate the inclusion or exclusion of predictors in regression models by assigning differential probabilities to variable subsets according to their relevance.

173

Publications

20.6K

Citations

313

Authors

186

Institutions

Publications per year

2017–2026

32

Parents

Publications

173

BART: Bayesian additive regression trees

The Annals of Applied Statistics · 2010 · 1.5K citations · Full text

, , +16

Bayesian Variable Selection in Linear Regression

Toby J. Mitchell, John J. Beauchamp · Journal of the American Statistical Association · 1988 · 1.4K citations

, , +16

APPROACHES FOR BAYESIAN VARIABLE SELECTION

Edward I. George, Robert E. McCulloch · 1997 · 1.2K citations

, , +17

Mixtures of <i>g</i> Priors for Bayesian Variable Selection

Feng Liang, Rui Paulo, Germán Molina et al. · Journal of the American Statistical Association · 2008 · 1.1K citations

, , +14

Spike and slab variable selection: Frequentist and Bayesian strategies

Hemant Ishwaran, J. Sunil Rao · The Annals of Statistics · 2005 · 1.1K citations · Full text

, , +16

1–5 of 173

Authors

313

  1. EI
    Edward I. George

    University of Pennsylvania, United States

    7 publications · 1.7K citations

    7

    h-index

  2. MF
    Mark F. J. Steel

    University of Warwick, United Kingdom

    7 publications · 870 citations

    7

    h-index

  3. JG
    Joseph G. Ibrahim

    University of North Carolina at Chapel Hill, United States

    7 publications · 280 citations

    7

    h-index

  4. EL
    Eduardo Ley

    International Monetary Fund, United States

    5 publications · 793 citations

    5

    h-index

  5. DB
    David B. Dunson

    Duke University, United States

    5 publications · 414 citations

    5

    h-index

1–5 of 313

Institutions

186

  1. Texas A&M University

    College Station, United States

    8 h-index

    13 publications

    1.1K citations

  2. Duke University

    Durham, United States

    7 h-index

    8 publications

    1.4K citations

  3. University of Chicago

    Chicago, United States

    7 h-index

    8 publications

    1.8K citations

  4. University of Warwick

    Coventry, United Kingdom

    6 h-index

    6 publications

    833 citations

  5. University of Florida

    Gainesville, United States

    5 h-index

    9 publications

    513 citations

  6. University of Kent

    Canterbury, United Kingdom

    5 h-index

    10 publications

    1.4K citations

  7. Universidad de Granada

    Granada, Spain

    5 h-index

    6 publications

    542 citations

  8. The University of Texas MD Anderson Cancer Center

    Houston, United States

    5 h-index

    13 publications

    457 citations

1–8 of 186

Venues

  1. Journal of the American Statistical Association

    18 publications · 4.6K citations

    18

    h-index

  2. Bayesian Analysis

    11 publications · 671 citations

    11

    h-index

  3. Computational Statistics & Data Analysis

    CSDA · 12 publications · 401 citations

    11

    h-index

  4. The Annals of Statistics

    10 publications · 2.7K citations

    10

    h-index

  5. Journal of Computational and Graphical Statistics

    JCGS · 5 publications · 130 citations

    5

    h-index

1–5