Package: MMGFM 1.2.1

Wei Liu

MMGFM: Multi-Study Multi-Modality Generalized Factor Model

We introduce a generalized factor model designed to jointly analyze high-dimensional multi-modality data from multiple studies by extracting study-shared and specified factors. Our factor models account for heterogeneous noises and overdispersion among modality variables 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. More details can be referred to Liu et al. (2025) <doi:10.48550/arXiv.2507.09889>.

Authors:Wei Liu [aut, cre], Qingzhi Zhong [aut]

MMGFM_1.2.1.tar.gz
MMGFM_1.2.1.tar.gz(r-4.7-arm64)MMGFM_1.2.1.tar.gz(r-4.7-x86_64)MMGFM_1.2.1.tar.gz(r-4.6-arm64)MMGFM_1.2.1.tar.gz(r-4.6-x86_64)
MMGFM_1.2.1.tgz(r-4.6-emscripten)
manual.pdf |manual.html
card.svg |card.png
MMGFM/json (API)

# Install 'MMGFM' in R:
install.packages('MMGFM', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org'))
Uses libs:
  • openblas– Optimized BLAS
  • c++– GNU Standard C++ Library v3
  • openmp– GCC OpenMP (GOMP) support library

On CRAN:

Conda:

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

openblascppopenmp

3.34 score 11 scripts 171 downloads 3 exports 13 dependencies

Last updated from:4f065aa3ef. Checks:4 NOTE, 2 OK. Indexed: no.

TargetResultTimeFilesSyslog
linux-devel-arm64NOTE138
linux-devel-x86_64NOTE125
source / vignettesOK180
linux-release-arm64NOTE173
linux-release-x86_64NOTE145
wasm-releaseOK119

Exports:gendata_mmgfmMMGFMselectFac.MMGFM

Dependencies:codetoolsdoSNOWforeachGFMirlbaiteratorslatticeMASSMatrixMultiCOAPRcppRcppArmadillosnow

MMGFM: simulation1

Rendered fromsimu_MMGFM.Rmdusingknitr::rmarkdownon Jun 10 2026.

Last update: 2025-07-29
Started: 2025-07-29

MMGFM: simulation2

Rendered fromsimu2_MMGFM.Rmdusingknitr::rmarkdownon Jun 10 2026.

Last update: 2025-07-29
Started: 2025-07-29