CMF
1.0.3Collective Matrix Factorization
Overview
Collective matrix factorization (CMF) finds joint low-rank representations for a collection of matrices with shared row or column entities. This code learns a variational Bayesian approximation for CMF, supporting multiple likelihood potentials and missing data, while identifying both factors shared by multiple matrices and factors private for each matrix. For further details on the method see Klami et al. (2014) arXiv:1312.5921. The package can also be used to learn Bayesian canonical correlation analysis (CCA) and group factor analysis (GFA) models, both of which are special cases of CMF. This is likely to be useful for people looking for CCA and GFA solutions supporting missing data and non-Gaussian likelihoods. See Klami et al. (2013) https://research.cs.aalto.fi/pml/online-papers/klami13a.pdf and Virtanen et al. (2012) http://proceedings.mlr.press/v22/virtanen12.html for details on Bayesian CCA and GFA, respectively.
Install
Health
- NOTE r-devel-linux-x86_64-debian-clang
- NOTE r-devel-linux-x86_64-debian-gcc
- NOTE2026-03-1012 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
Documentation
- Examples that run
- 100%
- Documented parameters
- 100%
- Return-value docs
- 100%
- References docs
- 38%
Downloads
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Dependencies
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Code & Tests
People & History
4 releases. Pick two to compare their code metrics. R releases are shown for context.
- RR 4.6.0 released · 2026-04-24
- RR 4.5.0 released · 2025-04-11
- RR 4.4.0 released · 2024-04-24
- RR 4.3.0 released · 2023-04-21
- 1.0.3Latest
- RR 4.2.0 released · 2022-04-22
- RR 4.1.0 released · 2021-05-18
- RR 4.0.0 released · 2020-04-24
- 1.0.22020-03-14 · diff ↗
- 1.0.12020-03-12 · diff ↗
- unarchivedReturned to CRAN2020-03-12
- archivedRemoved from CRAN2020-03-07check problems were not corrected despite reminders
- RR 3.6.0 released · 2019-04-26
- RR 3.5.0 released · 2018-04-23
- RR 3.4.0 released · 2017-04-21
- RR 3.3.0 released · 2016-05-03
Show 4 earlier events
- RR 3.2.0 released · 2015-04-16
- RR 3.1.0 released · 2014-04-10
- 1.02014-03-25
- RR 3.0.0 released · 2013-04-03
Package metadata
- First published
- 2014-03-25
- Total releases
- 4 / 12 yrs
- License
- GPL (>= 2) OSI
- Download size
- 18 KB
- Installed size
- not tracked yet
- With dependencies
- not tracked yet
Cite
Cite this package
Run in R for the authors' preferred citation:
citation("CMF")This is what citation() produces when a package has no citation file of its own. If it prints something else, use that.
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