VBJM

Variational Inference for Joint Model

CRAN Package

The shared random effects joint model is one of the most widely used approaches to study the associations between longitudinal biomarkers and a survival outcome and make dynamic risk predictions using the longitudinally measured biomarkers. One major limitation of joint models is that they could be computationally expensive for complex models where the number of the shared random effects is large. This package can be used to fit complex multivariate joint models using our newly developed algorithm Jieqi Tu and Jiehuan Sun (2023) <doi:10.1002/sim.9619>, which is based on Gaussian variational approximate inference and is computationally efficient.

  • Version0.1.0
  • R versionunknown
  • LicenseGPL-2
  • Needs compilation?Yes
  • Last release09/02/2023

Team


Insights

Last 30 days

This package has been downloaded 152 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 6 times.

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6 downloadsMar 16, 2025
3 downloadsMar 17, 2025
5 downloadsMar 18, 2025
7 downloadsMar 19, 2025
8 downloadsMar 20, 2025
7 downloadsMar 21, 2025
4 downloadsMar 22, 2025
1 downloadsMar 23, 2025
4 downloadsMar 24, 2025
4 downloadsMar 25, 2025
3 downloadsMar 26, 2025
5 downloadsMar 27, 2025
3 downloadsMar 28, 2025
1 downloadsMar 29, 2025
2 downloadsMar 30, 2025
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2 downloadsApr 1, 2025
11 downloadsApr 2, 2025
13 downloadsApr 3, 2025
2 downloadsApr 4, 2025
4 downloadsApr 5, 2025
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3 downloadsApr 7, 2025
2 downloadsApr 8, 2025
3 downloadsApr 9, 2025
3 downloadsApr 10, 2025
10 downloadsApr 11, 2025
17 downloadsApr 12, 2025
7 downloadsApr 13, 2025
6 downloadsApr 14, 2025
0 downloadsApr 15, 2025
0 downloadsApr 16, 2025
0 downloadsApr 17, 2025
0 downloadsApr 18, 2025
0 downloadsApr 19, 2025
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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 1,718 times in the last 365 days. Now we’re talking! This work is officially 'heard of in academic circles', just like those wild research papers on synthetic bananas. The day with the most downloads was Jan 22, 2025 with 21 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

  • Imports5 packages
  • Linking To3 packages