Package: CMF 1.0.3.99

CMF: Collective Matrix Factorization

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.

Authors:Arto Klami [aut], Lauri Väre [aut], Felix Held [ctb, cre]

CMF_1.0.3.99.tar.gz
CMF_1.0.3.99.zip(r-4.5)CMF_1.0.3.99.zip(r-4.4)CMF_1.0.3.99.zip(r-4.3)
CMF_1.0.3.99.tgz(r-4.4-x86_64)CMF_1.0.3.99.tgz(r-4.4-arm64)CMF_1.0.3.99.tgz(r-4.3-x86_64)CMF_1.0.3.99.tgz(r-4.3-arm64)
CMF_1.0.3.99.tar.gz(r-4.5-noble)CMF_1.0.3.99.tar.gz(r-4.4-noble)
CMF_1.0.3.99.tgz(r-4.4-emscripten)CMF_1.0.3.99.tgz(r-4.3-emscripten)
CMF.pdf |CMF.html
CMF/json (API)
NEWS

# Install 'CMF' in R:
install.packages('CMF', repos = c('https://cyianor.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/cyianor/cmf/issues

Uses libs:
  • c++– GNU Standard C++ Library v3

On CRAN:

bayesian-inferencecmfdata-integration

3.30 score 1 stars 8 scripts 256 downloads 4 mentions 5 exports 1 dependencies

Last updated 2 years agofrom:93d52dbd4a. Checks:OK: 9. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 03 2024
R-4.5-win-x86_64OKNov 03 2024
R-4.5-linux-x86_64OKNov 03 2024
R-4.4-win-x86_64OKNov 03 2024
R-4.4-mac-x86_64OKNov 03 2024
R-4.4-mac-aarch64OKNov 03 2024
R-4.3-win-x86_64OKNov 03 2024
R-4.3-mac-x86_64OKNov 03 2024
R-4.3-mac-aarch64OKNov 03 2024

Exports:CMFgetCMFoptsmatrix_to_tripletspredictCMFtriplets_to_matrix

Dependencies:cpp11