hglm

Hierarchical Generalized Linear Models

CRAN Package

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) 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.


Documentation


Team


Insights

Last 30 days

This package has been downloaded 410 times in the last 30 days. Enough downloads to make a small wave in the niche community. The curiosity is spreading! The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 21 times.

Sun
Mon
Tue
Wed
Thu
Fri
Sat
0 downloadsMar 2, 2025
0 downloadsMar 3, 2025
21 downloadsMar 4, 2025
47 downloadsMar 5, 2025
7 downloadsMar 6, 2025
10 downloadsMar 7, 2025
4 downloadsMar 8, 2025
3 downloadsMar 9, 2025
5 downloadsMar 10, 2025
20 downloadsMar 11, 2025
30 downloadsMar 12, 2025
5 downloadsMar 13, 2025
9 downloadsMar 14, 2025
43 downloadsMar 15, 2025
4 downloadsMar 16, 2025
10 downloadsMar 17, 2025
9 downloadsMar 18, 2025
15 downloadsMar 19, 2025
16 downloadsMar 20, 2025
12 downloadsMar 21, 2025
4 downloadsMar 22, 2025
7 downloadsMar 23, 2025
25 downloadsMar 24, 2025
10 downloadsMar 25, 2025
5 downloadsMar 26, 2025
9 downloadsMar 27, 2025
37 downloadsMar 28, 2025
2 downloadsMar 29, 2025
7 downloadsMar 30, 2025
8 downloadsMar 31, 2025
5 downloadsApr 1, 2025
21 downloadsApr 2, 2025
0 downloadsApr 3, 2025
0 downloadsApr 4, 2025
0 downloadsApr 5, 2025
2
47

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Last 365 days

This package has been downloaded 5,814 times in the last 365 days. Impressive! The kind of number that makes colleagues ask, 'How did you do it?' The day with the most downloads was Sep 11, 2024 with 61 downloads.

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Data provided by CRAN


Binaries


Dependencies

  • Depends3 packages