FactoMineR: Multivariate Exploratory Data Analysis and Data Mining

Exploratory data analysis methods to summarize, visualize and describe datasets. The main principal component methods are available, those with the largest potential in terms of applications: principal component analysis (PCA) when variables are quantitative, correspondence analysis (CA) and multiple correspondence analysis (MCA) when variables are categorical, Multiple Factor Analysis when variables are structured in groups, etc. and hierarchical cluster analysis.

Author
Francois Husson, Julie Josse, Sebastien Le, Jeremy Mazet
Date of publication
2016-11-17 14:34:22
Maintainer
Francois Husson <francois.husson@agrocampus-ouest.fr>
License
GPL (>= 2)
Version
1.34
URLs

View on CRAN

Man pages

AovSum
Analysis of variance with the contrasts sum (the sum of the...
autoLab
Function to better position the labels on the graphs
CA
Correspondence Analysis (CA)
CaGalt
Correspondence Analysis on Generalised Aggregated Lexical...
catdes
Categories description
children
Children (data)
coeffRV
Calculate the RV coefficient and test its significance
condes
Continuous variable description
coord.ellipse
Construct confidence ellipses
decathlon
Performance in decathlon (data)
desfreq
Description of frequencies
dimdesc
Dimension description
DMFA
Dual Multiple Factor Analysis (DMFA)
ellipseCA
Draw confidence ellipses in CA
estim_ncp
Estimate the number of components in Principal Component...
FactoMineR-package
Multivariate Exploratory Data Analysis and Data Mining with R
FAMD
Factor Analysis for Mixed Data
footsize
footsize
geomorphology
geomorphology(data)
gpa
Generalised Procrustes Analysis
graph.var
Make graph of variables
HCPC
Hierarchical Clustering on Principle Components (HCPC)
health
health (data)
HMFA
Hierarchical Multiple Factor Analysis
hobbies
hobbies (data)
JO
Number of medals in athletism during olympic games per...
MCA
Multiple Correspondence Analysis (MCA)
MFA
Multiple Factor Analysis (MFA)
milk
milk
mortality
The cause of mortality in France in 1979 and 2006
PCA
Principal Component Analysis (PCA)
plot.CA
Draw the Correspondence Analysis (CA) graphs
plot.CaGalt
Draw the Correspondence Analysis on Generalised Aggregated...
plot.catdes
Plots for description of clusters (catdes)
plot.DMFA
Draw the Dual Multiple Factor Analysis (DMFA) graphs
plotellipses
Draw confidence ellipses around the categories
plot.FAMD
Draw the Multiple Factor Analysis for Mixt Data graphs
plot.GPA
Draw the General Procrustes Analysis (GPA) map
plot.GPApartial
Draw an interactive General Procrustes Analysis (GPA) map
plot.HCPC
Plots for Hierarchical Classification on Principle Components...
plot.HMFA
Draw the Hierarchical Multiple Factor Analysis (HMFA) graphs
plot.MCA
Draw the Multiple Correspondence Analysis (MCA) graphs
plot.MFA
Draw the Multiple Factor Analysis (MFA) graphs
plot.MFApartial
Plot an interactive Multiple Factor Analysis (MFA) graph
plot.PCA
Draw the Principal Component Analysis (PCA) graphs
poison
Poison
poison.text
Poison
poulet
Genomic data for chicken
predict.CA
Predict projection for new rows with Correspondence Analysis
predict.FAMD
Predict projection for new rows with Factor Analysis of Mixed...
predict.MCA
Predict projection for new rows with Multiple Correspondence...
predict.MFA
Predict projection for new rows with Multiple Factor Analysis
predict.PCA
Predict projection for new rows with Principal Component...
prefpls
Scatter plot and additional variables with quality of...
print.AovSum
Print the AovSum results
print.CA
Print the Correspondance Analysis (CA) results
print.CaGalt
Print the Correspondence Analysis on Generalised Aggregated...
print.FAMD
Print the Multiple Factor Analysis of mixt Data (FAMD)...
print.GPA
Print the Generalized Procrustes Analysis (GPA) results
print.HCPC
Print the Hierarchical Clustering on Principal Components...
print.HMFA
Print the Hierarchical Multiple Factor Analysis results
print.MCA
Print the Multiple Correspondance Analysis (MCA) results
print.MFA
Print the Multiple Factor Analysis results
print.PCA
Print the Principal Component Analysis (PCA) results
reconst
Reconstruction of the data from the PCA, CA or MFA results
RegBest
Select variables in multiple linear regression
senso
senso
simule
Simulate by bootstrap
summary.CA
Printing summeries of ca objects
summary.CaGalt
Printing summaries of CaGalt objects
summary.FAMD
Printing summeries of FAMD objects
summary.MCA
Printing summeries of MCA objects
summary.MFA
Printing summaries of MFA objects
summary.PCA
Printing summeries of PCA objects
svd.triplet
Singular Value Decomposition of a Matrix
tab.disjonctif
Make a disjonctif table
tab.disjonctif.prop
Make a disjunctive table when missing values are present
tea
tea (data)
textual
Text mining
wine
Wine
write.infile
Print in a file

Files in this package

FactoMineR
FactoMineR/inst
FactoMineR/inst/CITATION
FactoMineR/inst/doc
FactoMineR/inst/doc/clustering.Rmd
FactoMineR/inst/doc/clustering.pdf
FactoMineR/inst/doc/FactoMineR.pdf
FactoMineR/inst/doc/FactoMineR.Rmd
FactoMineR/NAMESPACE
FactoMineR/data
FactoMineR/data/milk.rda
FactoMineR/data/JO.rda
FactoMineR/data/decathlon.rda
FactoMineR/data/geomorphology.rda
FactoMineR/data/health.rda
FactoMineR/data/poison.rda
FactoMineR/data/children.rda
FactoMineR/data/datalist
FactoMineR/data/poison.text.rda
FactoMineR/data/footsize.rda
FactoMineR/data/hobbies.rda
FactoMineR/data/poulet.rda
FactoMineR/data/wine.rda
FactoMineR/data/mortality.rda
FactoMineR/data/senso.rda
FactoMineR/data/tea.rda
FactoMineR/R
FactoMineR/R/print.MFA.R
FactoMineR/R/summary.MFA.r
FactoMineR/R/plot.GPA.R
FactoMineR/R/predict.CA.R
FactoMineR/R/print.GPA.R
FactoMineR/R/print.HMFA.R
FactoMineR/R/print.CaGalt.R
FactoMineR/R/summary.CaGalt.R
FactoMineR/R/tab.disjonctif.prop.R
FactoMineR/R/print.HCPC.R
FactoMineR/R/dimdesc.r
FactoMineR/R/predict.MFA.R
FactoMineR/R/print.CA.R
FactoMineR/R/plot.HCPC.R
FactoMineR/R/plot.PCA.R
FactoMineR/R/summary.CA.r
FactoMineR/R/print.MCA.R
FactoMineR/R/summary.PCA.r
FactoMineR/R/plot.DMFA.R
FactoMineR/R/coeffRV.R
FactoMineR/R/HMFA.R
FactoMineR/R/print.AovSum.R
FactoMineR/R/plotellipses.r
FactoMineR/R/summary.MCA.r
FactoMineR/R/prefpls.r
FactoMineR/R/RegBest.r
FactoMineR/R/CaGalt.R
FactoMineR/R/CA.R
FactoMineR/R/PCA.R
FactoMineR/R/write.infile.R
FactoMineR/R/predict.FAMD.R
FactoMineR/R/HCPC.R
FactoMineR/R/graph.var.R
FactoMineR/R/plot.catdes.R
FactoMineR/R/condes.r
FactoMineR/R/ellipseCA.R
FactoMineR/R/coord.ellipse.R
FactoMineR/R/DMFA.R
FactoMineR/R/descfreq.R
FactoMineR/R/tab.disjonctif.R
FactoMineR/R/GPA.R
FactoMineR/R/plot.HMFA.R
FactoMineR/R/textual.r
FactoMineR/R/simule.r
FactoMineR/R/AovSum.r
FactoMineR/R/summary.FAMD.r
FactoMineR/R/svd.triplet.R
FactoMineR/R/estim_ncp.r
FactoMineR/R/plotGPApartial.R
FactoMineR/R/autoLab.R
FactoMineR/R/print.PCA.R
FactoMineR/R/plot.MCA.R
FactoMineR/R/plotMFApartial.R
FactoMineR/R/plot.CA.R
FactoMineR/R/MCA.R
FactoMineR/R/print.FAMD.R
FactoMineR/R/reconst.R
FactoMineR/R/plot.MFA.R
FactoMineR/R/catdes.r
FactoMineR/R/plot.CaGalt.R
FactoMineR/R/plot.FAMD.R
FactoMineR/R/MFA.R
FactoMineR/R/predict.MCA.R
FactoMineR/R/predict.PCA.R
FactoMineR/R/FAMD.R
FactoMineR/vignettes
FactoMineR/vignettes/clustering.Rmd
FactoMineR/vignettes/FactoMineR.Rmd
FactoMineR/vignettes/clustering.html
FactoMineR/vignettes/FactoMineR.html
FactoMineR/MD5
FactoMineR/README
FactoMineR/build
FactoMineR/build/vignette.rds
FactoMineR/DESCRIPTION
FactoMineR/man
FactoMineR/man/summary.FAMD.Rd
FactoMineR/man/print.MCA.Rd
FactoMineR/man/gpa.Rd
FactoMineR/man/plotellipses.Rd
FactoMineR/man/prefpls.Rd
FactoMineR/man/graph.var.Rd
FactoMineR/man/FactoMineR-package.Rd
FactoMineR/man/children.Rd
FactoMineR/man/wine.Rd
FactoMineR/man/poison.text.Rd
FactoMineR/man/HCPC.Rd
FactoMineR/man/senso.Rd
FactoMineR/man/plot.GPA.Rd
FactoMineR/man/milk.Rd
FactoMineR/man/plot.MFApartial.Rd
FactoMineR/man/print.MFA.Rd
FactoMineR/man/tab.disjonctif.prop.Rd
FactoMineR/man/autoLab.Rd
FactoMineR/man/AovSum.Rd
FactoMineR/man/condes.Rd
FactoMineR/man/dimdesc.Rd
FactoMineR/man/plot.FAMD.Rd
FactoMineR/man/print.PCA.Rd
FactoMineR/man/predict.PCA.Rd
FactoMineR/man/DMFA.Rd
FactoMineR/man/print.AovSum.Rd
FactoMineR/man/plot.GPApartial.Rd
FactoMineR/man/geomorphology.Rd
FactoMineR/man/decathlon.Rd
FactoMineR/man/coord.ellipse.Rd
FactoMineR/man/plot.HMFA.Rd
FactoMineR/man/print.HCPC.Rd
FactoMineR/man/tea.Rd
FactoMineR/man/MFA.Rd
FactoMineR/man/predict.MCA.Rd
FactoMineR/man/poison.Rd
FactoMineR/man/reconst.Rd
FactoMineR/man/plot.HCPC.Rd
FactoMineR/man/plot.catdes.Rd
FactoMineR/man/RegBest.Rd
FactoMineR/man/CA.Rd
FactoMineR/man/predict.MFA.Rd
FactoMineR/man/plot.DMFA.Rd
FactoMineR/man/print.FAMD.Rd
FactoMineR/man/textual.Rd
FactoMineR/man/health.Rd
FactoMineR/man/tab.disjonctif.Rd
FactoMineR/man/HMFA.Rd
FactoMineR/man/estim_ncp.Rd
FactoMineR/man/summary.MCA.Rd
FactoMineR/man/summary.PCA.Rd
FactoMineR/man/predict.FAMD.Rd
FactoMineR/man/print.CA.Rd
FactoMineR/man/plot.PCA.Rd
FactoMineR/man/write.infile.Rd
FactoMineR/man/coeffRV.Rd
FactoMineR/man/ellipseCA.Rd
FactoMineR/man/FAMD.Rd
FactoMineR/man/svd.triplet.Rd
FactoMineR/man/mortality.Rd
FactoMineR/man/PCA.Rd
FactoMineR/man/plot.MCA.Rd
FactoMineR/man/predict.CA.Rd
FactoMineR/man/poulet.Rd
FactoMineR/man/MCA.Rd
FactoMineR/man/print.CaGalt.Rd
FactoMineR/man/summary.MFA.Rd
FactoMineR/man/plot.MFA.Rd
FactoMineR/man/print.HMFA.Rd
FactoMineR/man/simule.Rd
FactoMineR/man/summary.CA.Rd
FactoMineR/man/print.GPA.Rd
FactoMineR/man/plot.CaGalt.Rd
FactoMineR/man/catdes.Rd
FactoMineR/man/summary.CaGalt.Rd
FactoMineR/man/footsize.Rd
FactoMineR/man/plot.CA.Rd
FactoMineR/man/CaGalt.Rd
FactoMineR/man/hobbies.Rd
FactoMineR/man/desfreq.Rd
FactoMineR/man/JO.Rd