# Multiblock Data Fusion in Statistics and Machine Learning

## Documentation for package ‘multiblock’ version 0.8.8.2

- DESCRIPTION file.
- User guides, package vignettes and other documentation.
- Package NEWS.

## Help Pages

A B C D E G H I J L M P R S U W

## -- A --

asca | Analysis of Variance Simultaneous Component Analysis - ASCA
asca_plots | ASCA Result Methods
asca_results | ASCA Result Methods

## -- B --

barplot.rosa | Plotting functions for ROSA models
basic | Single- and Two-Block Methods
biplot.multiblock | Plot Functions for Multiblock Objects
biplot.sopls | Scores, loadings and plots for sopls objects
block.data.frame | Block-wise indexable data.frame
block.preprocess | Preprocessing of block data
blockexpl | Result functions for ROSA models

## -- C --

candies | Sensory assessment of candies.
cca | Canonical Correlation Analysis - CCA
classify | Result functions for SO-PLS models
classify.sopls | Result functions for SO-PLS models
coef.rosa | Result functions for ROSA models
coef.sopls | Result functions for SO-PLS models
complex | Methods With Complex Linkage
compnames | Vector of component names
corrplot | Plot Functions for Multiblock Objects
corrplot.default | Plot Functions for Multiblock Objects
corrplot.multiblock | Plot Functions for Multiblock Objects
corrplot.mvr | Plot Functions for Multiblock Objects
corrplot.sopls | Scores, loadings and plots for sopls objects
cvanova | Result functions for SO-PLS models
cvanova.default | Result functions for SO-PLS models
cvanova.sopls | Result functions for SO-PLS models

## -- D --

disco | Distinctive and Common Components with SCA - DISCO
DISCOsca | DISCO-SCA rotation.
dummycode | Dummy-coding of a single vector

## -- E --

explvar | Explained predictor variance
extended.model.frame | Extracting the Extended Model Frame from a Formula or Fit

## -- G --

gca | Generalized Canonical Analysis - GCA
gpa | Generalized Procrustes Analysis - GPA
gsvd | Generalised Singular Value Decomposition - GSVD

## -- H --

hogsvd | Higher Order Generalized SVD - HOGSVD
hpca | Hierarchical Principal component analysis - HPCA

## -- I --

ifa | Inter-battery Factor Analysis - IFA
image.rosa | Plotting functions for ROSA models

## -- J --

jive | Joint and Individual Variation Explained - JIVE

## -- L --

loadingplot.asca | ASCA Result Methods
loadingplot.multiblock | Plot Functions for Multiblock Objects
loadingplot.sopls | Scores, loadings and plots for sopls objects
loadings.asca | ASCA Result Methods
loadings.multiblock | Result Functions for Multiblock Objects
loadings.rosa | Result functions for ROSA models
loadings.sopls | Scores, loadings and plots for sopls objects
loadingweightplot | Plot Functions for Multiblock Objects
lpls | L-PLS regression
lplsCV | Result functions for L-PLS objects ('lpls')
lplsData | L-PLS data simulation for exo-type analysis
lpls_results | Result functions for L-PLS objects ('lpls')

## -- M --

maage | Måge plot
maageSeq | Måge plot
mbpls | Multiblock Partial Least Squares - MB-PLS
mbrda | Multiblock Redundancy Analysis - mbRDA
mcoa | Multiple Co-Inertia Analysis - MCOA
mcolors | Colour palette generation from matrix of RGB values
mfa | Multiple Factor Analysis - MFA
MSEP.mbpls | MSEP, RMSEP and R2 of the MB-PLS model
multiblock_plots | Plot Functions for Multiblock Objects
multiblock_results | Result Functions for Multiblock Objects
mvrVal | MSEP, RMSEP and R2 of the MB-PLS model
mvrValstats.mbpls | MSEP, RMSEP and R2 of the MB-PLS model

## -- P --

pca | Principal Component Analysis - PCA
pcagca | PCA-GCA
pcp | Result functions for SO-PLS models
pcp.default | Result functions for SO-PLS models
pcp.sopls | Result functions for SO-PLS models
plot.cvanova | Result functions for SO-PLS models
plot.lpls | Result functions for L-PLS objects ('lpls')
popls | Parallel and Orthogonalised Partial Least Squares - PO-PLS
potato | Sensory, rheological, chemical and spectroscopic analysis of potatoes.
predict.lpls | Result functions for L-PLS objects ('lpls')
predict.mbpls | Predict Method for MBPLS
predict.rosa | Result functions for ROSA models
predict.sopls | Result functions for SO-PLS models
preprocess | Preprocessing of block data
print.asca | ASCA Result Methods
print.cvanova | Result functions for SO-PLS models
print.multiblock | Result Functions for Multiblock Objects
print.rosa | Result functions for ROSA models
print.rosaexpl | Result functions for ROSA models
print.sopls | Result functions for SO-PLS models
print.SO_TDI | Total, direct, indirect and additional effects in SO-PLS-PM.
print.SO_TDI_multiple | Total, direct, indirect and additional effects in SO-PLS-PM.
print.summary.asca | ASCA Result Methods
projections | ASCA Result Methods
projections.asca | ASCA Result Methods

## -- R --

R2.mbpls | MSEP, RMSEP and R2 of the MB-PLS model
R2.sopls | Result functions for SO-PLS models
residuals.sopls | Result functions for SO-PLS models
RMSEP.mbpls | MSEP, RMSEP and R2 of the MB-PLS model
RMSEP.sopls | Result functions for SO-PLS models
rosa | Response Oriented Sequential Alternation - ROSA
rosa.classify | Result functions for ROSA models
rosa_plots | Plotting functions for ROSA models
rosa_results | Result functions for ROSA models

## -- S --

sca | Simultaneous Component Analysis - SCA
scoreplot.asca | ASCA Result Methods
scoreplot.multiblock | Plot Functions for Multiblock Objects
scoreplot.sopls | Scores, loadings and plots for sopls objects
scores.asca | ASCA Result Methods
scores.multiblock | Result Functions for Multiblock Objects
scores.rosa | Result functions for ROSA models
scores.sopls | Scores, loadings and plots for sopls objects
simulated | Data simulated to have certain characteristics.
smbpls | Sparse Multiblock Partial Least Squares - sMB-PLS
sopls | Sequential and Orthogonalized PLS (SO-PLS)
sopls_plots | Scores, loadings and plots for sopls objects
sopls_pm | Total, direct, indirect and additional effects in SO-PLS-PM.
sopls_pm_multiple | Total, direct, indirect and additional effects in SO-PLS-PM.
sopls_results | Result functions for SO-PLS models
SO_TDI | Total, direct, indirect and additional effects in SO-PLS-PM.
statis | Structuration des Tableaux à Trois Indices de la Statistique - STATIS
summary.asca | ASCA Result Methods
summary.cvanova | Result functions for SO-PLS models
summary.multiblock | Result Functions for Multiblock Objects
summary.rosa | Result functions for ROSA models
summary.sopls | Result functions for SO-PLS models
supervised | Supervised Multiblock Methods

## -- U --

unique_combos | Unique combinations of blocks
unsupervised | Unsupervised Multiblock Methods

## -- W --

wine | Wines of Val de Loire