Concepedia

Polya-gamma Data Augmentation

Polya-Gamma Data Augmentation is a Bayesian computational method that belongs to the class of data augmentation techniques, distinguished by its use of latent variables drawn from the Polya-Gamma distribution to enable conjugate updating in logistic and related generalized linear models, thereby facilitating efficient Gibbs sampling for posterior inference.

38

Publications

2.2K

Citations

95

Authors

50

Institutions

Publications per year

2017–2026

22

Variants

Pólya-gamma Data Augmentation

Parents

Publications

38

Data augmentation: A comprehensive survey of modern approaches

Alhassan Mumuni, Fuseini Mumuni · Array · 2022 · 800 citations · Full text

, , +16

Tools for Statistical Inference: Observed Data and Data Augmentation Methods.

Shulamith T. Gross, Martin A. Tanner · Journal of the American Statistical Association · 1992 · 182 citations · Full text

, , +16

spOccupancy: An R package for single‐species, multi‐species, and integrated spatial occupancy models

Jeffrey W. Doser, Andrew O. Finley, Marc Kéry et al. · Methods in Ecology and Evolution · 2022 · 174 citations · Full text

, , +14

The Polya-Gamma Gibbs sampler for Bayesian logistic regression is uniformly ergodic

Hee Min Choi, James P. Hobert · Electronic Journal of Statistics · 2013 · 101 citations · Full text

, , +16

Reject inference, augmentation, and sample selection

John Banasik, Jonathan Crook · European Journal of Operational Research · 2007 · 79 citations

, , +12

1–5 of 38

Authors

95

  1. SW
    Scott W. Linderman

    Stanford University, United States

    7 publications · 198 citations

    7

    h-index

  2. JG
    James G. Scott

    The University of Texas at Austin, United States

    4 publications · 103 citations

    4

    h-index

  3. RP
    Ryan P. Adams

    Harvard University, United States

    4 publications · 128 citations

    4

    h-index

  4. NG
    Nicholas G. Polson

    University of Chicago, United States

    3 publications · 38 citations

    3

    h-index

  5. JW
    Jonathan W. Pillow

    Princeton University, United States

    3 publications · 117 citations

    3

    h-index

1–5 of 95

Institutions

50

  1. The University of Texas at Austin

    Austin, United States

    4 h-index

    5 publications

    189 citations

  2. Columbia University

    New York, United States

    3 h-index

    4 publications

    153 citations

  3. University of Edinburgh

    Edinburgh, United Kingdom

    2 h-index

    4 publications

    210 citations

  4. Princeton University

    Princeton, United States

    2 h-index

    3 publications

    41 citations

  5. Stony Brook University

    Stony Brook, United States

    2 h-index

    6 publications

    159 citations

  6. Duke University

    Durham, United States

    2 h-index

    5 publications

    142 citations

  7. Swiss Ornithological Institute

    Sempach, Switzerland

    1 h-index

    1 publications

    174 citations

  8. Booth University College

    Winnipeg, Canada

    1 h-index

    1 publications

    10 citations

1–8 of 50

Venues

  1. arXiv (Cornell University)

    Repository · 9 publications · 211 citations

    9

    h-index

  2. Neural Information Processing Systems

    Conference · 3 publications · 101 citations

    3

    h-index

  3. The Annals of Applied Statistics

    AOAS · 2 publications · 70 citations

    2

    h-index

  4. Electronic Journal of Statistics

    2 publications · 120 citations

    2

    h-index

  5. Psychometrika

    2 publications · 44 citations

    2

    h-index

1–5