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Description

CUR/CX Tensor Decomposition.

CUR/CX decomposition factorizes a matrix into two factor matrices and Multidimensional CX Decomposition factorizes a tensor into a core tensor and some factor matrices. See the reference section of GitHub README.md <https://github.com/rikenbit/ccTensor>, for details of the methods.

ccTensor

R package for CUR/CX Tensor Decomposition

Installation

git clone https://github.com/rikenbit/ccTensor/
R CMD INSTALL ccTensor

or type the code below in the R console window

install.packages("devtools", repos="http://cran.r-project.org")
library(devtools)
devtools::install_github("rikenbit/ccTensor")

Reference

  • CUR Matrix Decomposition

    • CUR matrix decompositions for improved data analysis, Michael W. Mahoney and Petros Drineas, PNAS, 2009
  • CX Matrix Decomposition

    • Relative-error CUR Matrix Decompositions, Petros Drineas et.al. SIAM J. Matrix Anal. Appl. 2008
  • CX Tensor Decomposition

    • Multidimensional CX Decomposition of Tensors, Maria F. K. B. et. al., WCNPS 2019, 2019

License

Copyright (c) 2021 Koki Tsuyuzaki and Laboratory for Bioinformatics Research, RIKEN Center for Biosystems Dynamics Reseach Released under the Artistic License 2.0.

Authors

  • Koki Tsuyuzaki
  • Itoshi Nikaido.
Metadata

Version

1.0.2

License

Unknown

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