Package: mwTensor 1.1.0

Koki Tsuyuzaki

mwTensor: Multi-Way Component Analysis

For single tensor data, any matrix factorization method can be specified the matricised tensor in each dimension by Multi-way Component Analysis (MWCA). An originally extended MWCA is also implemented to specify and decompose multiple matrices and tensors simultaneously (CoupledMWCA). See the reference section of GitHub README.md <https://github.com/rikenbit/mwTensor>, for details of the methods.

Authors:Koki Tsuyuzaki [aut, cre]

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mwTensor.pdf |mwTensor.html✨
mwTensor/json (API)
NEWS

# Install 'mwTensor' in R:

install.packages('mwTensor', repos = c('https://rikenbit.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/rikenbit/mwtensor/issues

On CRAN:

2.70 score 2 scripts 152 downloads 11 exports 98 dependencies

Last updated 1 years agofrom:36a9f19bab. Checks:OK: 7. Indexed: yes.

Target	Result	Date
Doc / Vignettes	OK	Oct 30 2024
R-4.5-win	OK	Oct 30 2024
R-4.5-linux	OK	Oct 30 2024
R-4.4-win	OK	Oct 30 2024
R-4.4-mac	OK	Oct 30 2024
R-4.3-win	OK	Oct 30 2024
R-4.3-mac	OK	Oct 30 2024

Exports:CoupledMWCA defaultCoupledMWCAParams defaultMWCAParams MWCA myALS_SVD myCX myICA myNMF mySVD plotTensor3Ds toyModel

Dependencies:base64enc BH BiocParallel bslib cachem ccTensor cli codetools colorspace corpcor cpp11 digest dotCall64 dplyr einsum ellipse evaluate fansi farver fastmap fields fontawesome formatR fs futile.logger futile.options geigen generics ggplot2 ggrepel glue gridExtra groupICA gsignal gtable highr htmltools htmlwidgets igraph isoband iTensor jointDiag jquerylib jsonlite knitr labeling lambda.r lattice lifecycle magrittr maps MASS mathjaxr Matrix matrixStats memoise mgcv mime misc3d mixOmics munsell nlme nnTensor pillar pkgconfig plot3D plyr pracma purrr R6 rappdirs rARPACK RColorBrewer Rcpp RcppEigen reshape2 rgl rlang rmarkdown RSpectra rTensor sass scales snow spam stringi stringr tagcloud tibble tidyr tidyselect tinytex utf8 vctrs viridisLite withr xfun yaml

Citation

Development and contributors

Readme and manuals

Help Manual

Help page	Topics
Multi-Way Component Analysis	mwTensor-package mwTensor
Coupled Multi-way Component Analysis (CoupledMWCA)	CoupledMWCA CoupledMWCA,CoupledMWCAParams-method
Class "CoupledMWCAParams"	CoupledMWCAParams-class
Class "CoupledMWCAResult"	CoupledMWCAResult-class
Default parameters for CoupledMWCA	defaultCoupledMWCAParams
Default parameters for MWCA	defaultMWCAParams
Multi-way Component Analysis (MWCA)	MWCA MWCA,MWCAParams-method
Class "MWCAParams"	MWCAParams-class
Class "MWCAResult"	MWCAResult-class
Alternating Least Square Singular Value Decomposition (ALS-SVD) as an example of user-defined matrix decomposition.	myALS_SVD
CX Decomposition as an example of user-defined matrix decomposition.	myCX
Independent Component Analysis (ICA) as an example of user-defined matrix decomposition.	myICA
Independent Component Analysis (ICA) as an example of user-defined matrix decomposition.	myNMF
Singular Value Decomposition (SVD) as an example of user-defined matrix decomposition.	mySVD
Plot function for visualization of tensor data structure	plotTensor3Ds
Toy model of coupled tensor data	toyModel