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MMGFM

Multi-Study Multi-Modality Generalized Factor Model

v1.2.1 · Nov 11, 2025 · GPL-3

Description

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>.

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dependencies in R code

Namespace in Imports field not imported from: ‘GFM’
  All declared Imports should be used.
NOTE r-devel-linux-x86_64-fedora-gcc

dependencies in R code

Namespace in Imports field not imported from: ‘GFM’
  All declared Imports should be used.

Check History

NOTE 12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026
NOTE r-devel-linux-x86_64-fedora-clang

dependencies in R code

Namespace in Imports field not imported from: ‘GFM’
  All declared Imports should be used.
NOTE r-devel-linux-x86_64-fedora-gcc

dependencies in R code

Namespace in Imports field not imported from: ‘GFM’
  All declared Imports should be used.

Dependency Network

Dependencies Reverse dependencies irlba MASS GFM MultiCOAP Rcpp MMGFM

Version History

new 1.2.1 Mar 10, 2026
updated 1.2.1 ← 1.2.0 diff Nov 11, 2025
updated 1.2.0 ← 1.1.0 diff Jul 28, 2025
new 1.1.0 Sep 2, 2024