MultiCOAP

High-Dimensional Covariate-Augmented Overdispersed Multi-Study Poisson Factor Model

CRAN Package

We introduce factor models designed to jointly analyze high-dimensional count data from multiple studies by extracting study-shared and specified factors. Our factor models account for heterogeneous noises and overdispersion among counts with augmented covariates. We propose an efficient and speedy variational estimation procedure for estimating model parameters, along with a novel criterion for selecting the optimal number of factors and the rank of regression coefficient matrix. More details can be referred to Liu et al. (2024) doi:10.48550/arXiv.2402.15071.

  • Version1.1
  • R versionunknown
  • LicenseGPL-3
  • Needs compilation?Yes
  • Last release03/07/2024

Team


Insights

Last 30 days

This package has been downloaded 173 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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0 downloadsMar 16, 2025
0 downloadsMar 17, 2025
7 downloadsMar 18, 2025
8 downloadsMar 19, 2025
10 downloadsMar 20, 2025
6 downloadsMar 21, 2025
5 downloadsMar 22, 2025
4 downloadsMar 23, 2025
7 downloadsMar 24, 2025
4 downloadsMar 25, 2025
3 downloadsMar 26, 2025
10 downloadsMar 27, 2025
3 downloadsMar 28, 2025
3 downloadsMar 29, 2025
5 downloadsMar 30, 2025
5 downloadsMar 31, 2025
6 downloadsApr 1, 2025
8 downloadsApr 2, 2025
4 downloadsApr 3, 2025
2 downloadsApr 4, 2025
3 downloadsApr 5, 2025
4 downloadsApr 6, 2025
10 downloadsApr 7, 2025
2 downloadsApr 8, 2025
3 downloadsApr 9, 2025
3 downloadsApr 10, 2025
10 downloadsApr 11, 2025
11 downloadsApr 12, 2025
5 downloadsApr 13, 2025
6 downloadsApr 14, 2025
10 downloadsApr 15, 2025
6 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 1,955 times in the last 365 days. That's enough downloads to impress a room full of undergrads. A commendable achievement indeed. The day with the most downloads was Jan 22, 2025 with 30 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

  • Depends1 package
  • Imports2 packages
  • Linking To2 packages
  • Reverse Imports1 package