rnnmf

Regularized Non-Negative Matrix Factorization

CRAN Package

A proof of concept implementation of regularized non-negative matrix factorization optimization. A non-negative matrix factorization factors non-negative matrix Y approximately as L R, for non-negative matrices L and R of reduced rank. This package supports such factorizations with weighted objective and regularization penalties. Allowable regularization penalties include L1 and L2 penalties on L and R, as well as non-orthogonality penalties. This package provides multiplicative update algorithms, which are a modification of the algorithm of Lee and Seung (2001) http://papers.nips.cc/paper/1861-algorithms-for-non-negative-matrix-factorization.pdf, as well as an additive update derived from that multiplicative update. See also Pav (2004) doi:10.48550/arXiv.2410.22698.


Documentation


Team


Insights

Last 30 days

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Last 365 days

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Data provided by CRAN


Binaries


Dependencies

  • Imports1 package
  • Suggests6 packages