Package: hglm 2.2-1

Xia Shen

hglm: Hierarchical Generalized Linear Models

Implemented here are procedures for fitting hierarchical generalized linear models (HGLM). It can be used for linear mixed models and generalized linear mixed models with random effects for a variety of links and a variety of distributions for both the outcomes and the random effects. Fixed effects can also be fitted in the dispersion part of the mean model. As statistical models, HGLMs were initially developed by Lee and Nelder (1996) <https://www.jstor.org/stable/2346105?seq=1>. We provide an implementation (Ronnegard, Alam and Shen 2010) <https://journal.r-project.org/archive/2010-2/RJournal_2010-2_Roennegaard~et~al.pdf> following Lee, Nelder and Pawitan (2006) <ISBN: 9781420011340> with algorithms extended for spatial modeling (Alam, Ronnegard and Shen 2015) <https://journal.r-project.org/archive/2015/RJ-2015-017/RJ-2015-017.pdf>.

Authors:Moudud Alam, Lars Ronnegard, Xia Shen

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# Install 'hglm' in R:
install.packages('hglm', repos = 'https://cloud.r-project.org')

On CRAN:

Conda:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

3.30 score 2 stars 544 downloads 21 mentions 8 exports 5 dependencies

Last updated 6 years agofrom:59125b70c7. Checks:3 OK. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKMar 12 2025
R-4.5-linuxOKMar 12 2025
R-4.4-linuxOKMar 12 2025

Exports:BetaCARhglmhglm2inverse.gammainverse.sqrtlrtSAR

Dependencies:hglm.datalatticeMASSMatrixsp

The hglm Package

Rendered fromhglm.Rnwusingutils::Sweaveon Mar 12 2025.

Last update: 2018-08-31
Started: 2014-01-01

Citation

To cite hglm in publications use:

Lars Ronnegard, Xia Shen and Moudud Alam (2010) hglm: A Package for Fitting Hierarchical Generalized Linear Models. The R Journal, 2(2): 20-28. URL https://journal.r-project.org/archive/2010-2/RJournal_2010-2_Roennegaard~et~al.pdf.

Moudud Alam, Lars Ronnegard and Xia Shen (2014) Fitting Conditional and Simultaneous Autoregressive Spatial Models in hglm. Submitted, 7(2): 5-18. URL https://journal.r-project.org/archive/2015/RJ-2015-017/RJ-2015-017.pdf

Corresponding BibTeX entries: 

  @Article{,
    title = {hglm: A Package for Fitting Hierarchical Generalized
      Linear Models},
    author = {Lars Ronnegard and Xia Shen and Moudud Alam},
    journal = {The R Journal},
    year = {2010},
    volume = {2},
    number = {2},
    pages = {20-28},
    url =
      {https://journal.r-project.org/archive/2010-2/RJournal_2010-2_Roennegaard~et~al.pdf},
  }

  @Article{,
    title = {Fitting Conditional and Simultaneous Autoregressive
      Spatial Models in hglm},
    author = {Moudud Alam and Lars Ronnegard and Xia Shen},
    journal = {The R Journal},
    year = {2015},
    volume = {7},
    number = {2},
    pages = {5-18},
    url =
      {https://journal.r-project.org/archive/2015/RJ-2015-017/RJ-2015-017.pdf},
  }