Fitting a Bayesian Sparse Latent Factor Model in Gene Expression Analysis
Overview
Set of tools to find coherent patterns in gene expression (microarray) data using a Bayesian Sparse Latent Factor Model (SLFM) DOI:10.1007/978-3-319-12454-4_15. Considerable effort has been put to build a fast and memory efficient package, which makes this proposal an interesting and computationally convenient alternative to study patterns of gene expressions exhibited in matrices. The package contains the implementation of two versions of the model based on different mixture priors for the loadings: one relies on a degenerate component at zero and the other uses a small variance normal distribution for the spike part of the mixture.
- including package \alias as per "Documenting packages" in R-exts.
From NEWS in the release
Install
Health
- OK13 OK2026-08-04
- NOTE12 OK, 1 NOTE2026-08-01
- OK14 OK2026-04-22
- ERROR13 OK, 1 ERROR2026-04-18
- OK14 OK2026-03-10
Documentation
- Help pages
- 6includes a package overview page
- Examples that run
- 100%1 run in a plain check
- Exported functions with examples
- 25%
- Documented parameters
- 100%
- Return-value docs
- 25%
- Help pages citing references
- 17%
Downloads
Dependencies
Installing slfm adds 3 packages (2 with compiled code, 2.9 MB of source tarballs). Heaviest: Rcpp 1.8 MB, RcppArmadillo 1.0 MB, coda 73 KB.
Code & Tests
People & History
Previously maintained by Joao Duarte (0.1 to 1.0.0).
Pick two releases to compare their code metrics.
- RR 4.6.0 released · 2026-04-24
- RR 4.5.0 released · 2025-04-11
- RR 4.4.0 released · 2024-04-24
- 1.0.2Latest
- RR 4.3.0 released · 2023-04-21
- RR 4.2.0 released · 2022-04-22
- RR 4.1.0 released · 2021-05-18
- RR 4.0.0 released · 2020-04-24
- unarchivedReturned to CRAN2020-03-15
- 1.0.12020-03-15 · diff ↗
- archivedRemoved from CRAN2020-03-03check problems were not corrected despite reminders
- 1.0.02019-07-28 · diff ↗
- 0.2.32019-05-27 · diff ↗
- RR 3.6.0 released · 2019-04-26
- RR 3.5.0 released · 2018-04-23
- RR 3.4.0 released · 2017-04-21
Package metadata
- First published
- 2014-05-08
- Total releases
- 8 / 12 yrs
- License
- GPL-2 OSI
- Minimum R
- ≥ 3.1.0
- Download size
- 11 KB
Cite
Cite this package
Run in R for the authors' entry:
citation("slfm")The package provides a citation file, so citation() returns the authors' own entry.
It points to 10.18637/jss.v090.i09.
Cite the R Observatory
For a number measured here: a download total, a coverage figure, an archival date.
From data release v2026-10-18, which the citation names so these numbers can be found later. More on citing and the projects behind them.