Package: iTensor 1.0.3

Koki Tsuyuzaki

iTensor: ICA-Based Matrix/Tensor Decomposition

Some functions for performing ICA, MICA, Group ICA, and Multilinear ICA are implemented. ICA, MICA/Group ICA, and Multilinear ICA extract statistically independent components from single matrix, multiple matrices, and single tensor, respectively. For the details of these methods, see the reference section of GitHub README.md <https://github.com/rikenbit/iTensor>.

Authors:Koki Tsuyuzaki [aut, cre]

iTensor_1.0.3.tar.gz
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iTensor.pdf |iTensor.html
iTensor/json (API)
NEWS

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

Peer review:

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

On CRAN:

7 exports 1 stars 1.18 score 63 dependencies 1 dependents 2 scripts 191 downloads

Last updated 1 years agofrom:0b875ca9bd. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKAug 21 2024
R-4.5-winOKAug 21 2024
R-4.5-linuxOKAug 21 2024
R-4.4-winOKAug 21 2024
R-4.4-macOKAug 21 2024
R-4.3-winOKAug 21 2024
R-4.3-macOKAug 21 2024

Exports:CorrIndexGroupICAICAICA2MICAMultilinearICAtoyModel

Dependencies:BHBiocParallelclicodetoolscolorspacecorpcorcpp11dplyreinsumellipsefansifarverformatRfutile.loggerfutile.optionsgeigengenericsggplot2ggrepelgluegridExtragroupICAgtableigraphisobandjointDiaglabelinglambda.rlatticelifecyclemagrittrMASSmathjaxrMatrixmatrixStatsmgcvmixOmicsmunsellnlmepillarpkgconfigplyrpurrrR6rARPACKRColorBrewerRcppRcppEigenreshape2rlangRSpectrarTensorscalessnowstringistringrtibbletidyrtidyselectutf8vctrsviridisLitewithr

Independent Component Analysis (ICA)

Rendered fromiTensor-1.Rmdusingknitr::rmarkdownon Aug 21 2024.

Last update: 2023-04-28
Started: 2023-04-26

Multimodal Independent Component Analysis (MICA) and Group Independent Component Analysis (GroupICA)

Rendered fromiTensor-2.Rmdusingknitr::rmarkdownon Aug 21 2024.

Last update: 2023-04-28
Started: 2023-04-26

Multilinear Independent Component Analysis (MultilinearICA)

Rendered fromiTensor-3.Rmdusingknitr::rmarkdownon Aug 21 2024.

Last update: 2023-04-26
Started: 2023-04-26