Package: multiway 1.0-6

Nathaniel E. Helwig

multiway: Component Models for Multi-Way Data

Fits multi-way component models via alternating least squares algorithms with optional constraints. Fit models include N-way Canonical Polyadic Decomposition, Individual Differences Scaling, Multiway Covariates Regression, Parallel Factor Analysis (1 and 2), Simultaneous Component Analysis, and Tucker Factor Analysis.

Authors:Nathaniel E. Helwig <[email protected]>

multiway_1.0-6.tar.gz
multiway_1.0-6.tar.gz(r-4.5-noble)multiway_1.0-6.tar.gz(r-4.4-noble)
multiway_1.0-6.tgz(r-4.4-emscripten)multiway_1.0-6.tgz(r-4.3-emscripten)
multiway.pdf |multiway.html✨
multiway/json (API)

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

Peer review:

Datasets:
  • USalcohol - United States Alcohol Consumption Data

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

74 exports 3 stars 1.58 score 2 dependencies 4 dependents 1 mentions 65 scripts 1.1k downloads

Last updated 6 years agofrom:f2e6377ccb. Checks:OK: 2. Indexed: yes.

TargetResultDate
Doc / VignettesOKAug 21 2024
R-4.5-linuxOKAug 21 2024

Exports:congruconst.controlcorcondiacpdcpd_nwaycpd_nwaynaed2spfitted.cpdfitted.indscalfitted.mcrfitted.parafacfitted.parafac2fitted.scafitted.tuckerfnnlsindscalinitcmlskrprodmcrmcr_parafacmcr_parafac2mcr_tuckermeansqmpinvncenternscaleparafacparafac_3wayparafac_3waynaparafac_4wayparafac_4waynaparafac2parafac2_3wayparafac2_3waynaparafac2_4wayparafac2_4waynaprint.cpdprint.indscalprint.mcrprint.parafacprint.parafac2print.scaprint.tuckerreorder.cpdreorder.indscalreorder.mcrreorder.parafacreorder.parafac2reorder.scareorder.tuckerrescalerescale.cpdrescale.indscalrescale.mcrrescale.parafacrescale.parafac2rescale.scarescale.tuckerresignresign.cpdresign.indscalresign.mcrresign.parafacresign.parafac2resign.scaresign.tuckerscasmpowersumsqtuckertucker_3waytucker_3waynatucker_4waytucker_4wayna

Dependencies:CMLSquadprog

Readme and manuals

Help Manual

Help pageTopics
Component Models for Multi-Way Datamultiway-package multiway
Tucker's Congruence Coefficientcongru
Auxiliary for Controlling Multi-Way Constraintsconst.control
Core Consistency Diagnosticcorcondia
N-way Canonical Polyadic Decompositioncpd
Extract Multi-Way Fitted Valuesfitted.cpd fitted.indscal fitted.mcr fitted.parafac fitted.parafac2 fitted.sca fitted.tucker
Fast Non-Negative Least Squaresfnnls
Individual Differences Scalingindscal
Khatri-Rao Productkrprod
Multiway Covariates Regressionmcr
Mean Square of Given Objectmeansq
Moore-Penrose Pseudoinversempinv
Center n-th Dimension of Arrayncenter
Scale n-th Dimension of Arraynscale
Parallel Factor Analysis-1parafac
Parallel Factor Analysis-2parafac2
Print Multi-Way Model Resultsprint.cpd print.indscal print.mcr print.parafac print.parafac2 print.sca print.tucker
Reorder Multi-Way Factorsreorder.cpd reorder.indscal reorder.mcr reorder.parafac reorder.parafac2 reorder.sca reorder.tucker
Rescales Multi-Way Factorsrescale rescale.cpd rescale.indscal rescale.mcr rescale.parafac rescale.parafac2 rescale.sca rescale.tucker
Resigns Multi-Way Factorsresign resign.cpd resign.indscal resign.mcr resign.parafac resign.parafac2 resign.sca resign.tucker
Simultaneous Component Analysissca
Symmetric Matrix Powersmpower
Sum-of-Squares of Given Objectsumsq
Tucker Factor Analysistucker
United States Alcohol Consumption Data (1970-2013)USalcohol