Multiblock Data Fusion in Statistics and Machine Learning

Documentation for package ‘multiblock’ version 0.8.8.1

Help Pages

-- 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
multiblock_plots	Plot Functions for Multiblock Objects
multiblock_results	Result Functions for Multiblock Objects

-- 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.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.sopls	Result functions for SO-PLS models
residuals.sopls	Result functions for SO-PLS models
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