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SUFA

A C++-based implementation of the SUbspace Factor Analysis (SUFA) model by Chandra, Dunson, and Xu (2023).

Installation

The package has been tried and tested in Ubuntu and macOS.

Required System Packages

  • openmp

  • R (>= 4.3.1)

Installation from Github

You can install the development version of SUFA from GitHub with:

install.packages("devtools")
devtools::install_github("noirritchandra/SUFA", build_vignettes = TRUE)

Setting build_vignettes = F leads to considerably faster installation but without any vignette. To install the vignette files containing illustrations, one must set build_vignettes = TRUE. However, this may take considerably more time to install the package.

Simulation Example

Refer to the following vignette for illustrations in simulated examples:

vignette(topic="Intro_simulation",package = "SUFA")

Genedata Application

Refer to the following vignette in gene expressions datasets for inference on gene networks:

vignette(topic="Genedata_application",package = "SUFA")

Chandra, Noirrit Kiran, David B Dunson, and Jason Xu. 2023. “Inferring Covariance Structure from Multiple Data Sources via Subspace Factor Analysis.” arXiv:2305.04113.

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