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MultBiplotR  

Multivariate Analysis Using Biplots in R
View on CRAN: Click here


Download and install MultBiplotR package within the R console
Install from CRAN:
install.packages("MultBiplotR")

Install from Github:
library("remotes")
install_github("cran/MultBiplotR")

Install by package version:
library("remotes")
install_version("MultBiplotR", "25.11.15")



Attach the package and use:
library("MultBiplotR")
Maintained by
Jose Luis Vicente Villardon
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2021-04-06
Latest Update: 2025-09-03
Description:
Several multivariate techniques from a biplot perspective. It is the translation (with many improvements) into R of the previous package developed in 'Matlab'. The package contains some of the main developments of my team during the last 30 years together with some more standard techniques. Package includes: Classical Biplots, HJ-Biplot, Canonical Biplots, MANOVA Biplots, Correspondence Analysis, Canonical Correspondence Analysis, Canonical STATIS-ACT, Logistic Biplots for binary and ordinal data, Multidimensional Unfolding, External Biplots for Principal Coordinates Analysis or Multidimensional Scaling, among many others. References can be found in the help of each procedure.
How to cite:
Jose Luis Vicente Villardon (2021). MultBiplotR: Multivariate Analysis Using Biplots in R. R package version 25.11.15, https://cran.r-project.org/web/packages/MultBiplotR. Accessed 27 Sep. 2026.
Previous versions and publish date:
1.3.30 (2021-04-06 10:50), 23.11.0 (2023-11-21 16:00), (2026-07-09 08:11)
Other packages that cited MultBiplotR R package
View MultBiplotR citation profile
Other R packages that MultBiplotR depends, imports, suggests or enhances
Complete documentation for MultBiplotR
Functions, R codes and Examples using the MultBiplotR R package
Some associated functions: AddBinVars2Biplot . AddCluster2Biplot . AddContVars2Biplot . AddOrdVars2Biplot . AddSupVars2Biplot . Bartlett.Tests . BasicDescription . BinaryDistances . BinaryLogBiplotEM . BinaryLogBiplotGD . BinaryLogBiplotJoint . BinaryLogBiplotMirt . BinaryLogisticBiplot . BinaryProximities . Biplot.PLSR . Biplot.PLSR1BIN . BootstrapDistance . BootstrapScalar . BootstrapSmacof . BoxPlotPanel . CA . CCA . Canonical.Variate.Analysis . CanonicalBiplot . CanonicalDistanceAnalysis . CanonicalStatisBiplot . CategoricalDistances . CategoricalProximities . CheckBinaryMatrix . CheckBinaryVector . Chemical . Circle . Coinertia . ColContributionPlot . ConcEllipse . ConfidenceInterval . ConstrainedLogisticBiplot . ConstrainedOrdinalLogisticBiplot . ContinuousDistances . ContinuousProximities . Convert2ThreeWay . ConvertFactors2Integers . CorrelationCircle . CrissCross . CumSum . DataFrame2Matrix4Regression . Dataframe2BinaryMatrix . DensityBiplot . Dhats . DimensionLabels . Doctors . ErrorBarPlotPanel . EuclideanDistance . ExpandTable . ExternalBinaryLogisticBiplot . ExtractTable . FA.Biplot . Factor2Binary . Fraction . GD.Biplot . Games_Howell . GeneralizedProcrustes . GetBiplotScales . GetCCAScales . GowerProximities . GowerSimilarities . HJ.Biplot . Hermquad . HistogramPanel . InBox . InitialTransform . Integer2Binary . Kruskal.Wallis.Tests . Levene.Tests . LogFrequencyBiplot . MDS . MGC . Matrix2Proximities . MonotoneRegression . MultBiplotR-package . MultiTableStatistics . MultiTableTransform . Multiquad . NIPALS.Biplot . NIPALSPCA . NiceNumber . NominalDistances . NormalityTests . Numeric2Binary . OrdLogBipEM . OrdVarBiplot . OrdVarCoordinates . OrdinalLogisticFit . OrthogonalizeScores . PCA.Analysis . PCA.Biplot . PCA.Bootstrap . PCoABootstrap . PLSR . PLSR1Bin . PLSRfit . PlotBiplotClusters . PlotOrdinalResponses . PoliticalFigures . PrettyTicks . PrincipalCoordinates . Protein . RAPD . RemoveRowsWithNaNs . RidgeBinaryLogistic . RidgeBinaryLogisticFit . RidgeMultinomialLogisticFit . RidgeMultinomialLogisticRegression . RidgeOrdinalLogistic . SMACOF . SSI . SSI3w . SSIEcon3w . SSIEnvir3w . SSIHuman3w . SeparateVarTypes . SimpleProcrustes . Sparse.NIPALSPCA . SpidersEnv . SpidersSp . StatisBiplot . Three2TwoWay . TransformIni . Truncated.NIPALSPCA . Unfolding . VarBiplot . WeightedPCoA . anova.RidgeBinaryLogistic . diagonal . dlines . ginv . logit . matrixsqrt . matrixsqrtinv . moth . ones . plot.Binary.Logistic.Biplot . plot.CA.sol . plot.CCA.sol . plot.CVA . plot.Canonical.Biplot . plot.CanonicalDistanceAnalysis . plot.ContinuousBiplot . plot.External.Binary.Logistic.Biplot . plot.MGC . plot.Ordinal.Logistic.Biplot . plot.PCA.Analysis . plot.PCA.Bootstrap . plot.Principal.Coordinates . plot.Procrustes . plot.StatisBiplot . plot.Unfolding . plot.ellipse . plot.fraction . plot3d.ContinuousBiplot . plot3dCanonicalBiplot . print.MGC . print.RidgeBinaryLogistic . riano . scores.CCA.sol . smoking . spiders . summary.CCA.sol . summary.CVA . summary.Canonical.Biplot . summary.ContinuousBiplot . summary.MGC . summary.PCA.Analysis . summary.PCA.Bootstrap . summary.PLSR . summary.PLSR1Bin . summary.Principal.Coordinates . summary.RidgeBinaryLogistic . textsmart . wa . wcor . weighted.quantile . wine . zeros . 
Some associated R codes: AdaptDataFrame.R . AddBinVars2Biplot.R . AddCluster2Biplot.R . AddContVars2Biplot.R . AddIndiv2LogBiplotGD.R . AddOrdVars2Biplot.R . AddSupVars2Biplot.R . Bartlett.Tests.R . BasicDescription.R . BinaryDistances.R . BinaryLogBiplotEM.R . BinaryLogBiplotGD.R . BinaryLogBiplotGDRecursive.R . BinaryLogBiplotJoint.R . BinaryLogBiplotMirt.R . BinaryLogisticBiplot.R . BinaryProximities.R . Biplot.PLSR.R . BootstrapDistance.R . BootstrapScalar.R . BootstrapSmacof.R . BoxPlotPanel.R . CA.R . CCA.R . CalculateContributions.R . CanonicalAnalysis.R . CanonicalBiplot.R . CanonicalDistanceAnalysis.R . CanonicalStatisBiplot.R . CategoricalDistances.R . CategoricalProximities.R . CategoryPoints.R . CheckBinaryMatrix.R . Circle.R . CoInertia.R . ColContributionPlot.R . ColMeans.R . ConcEllipse.R . ConfidenceInterval.R . ConstrainedLogisticBiplot.R . ConstrainedOrdinalLogisticBiplot.R . ContinuousDistances.R . ContinuousProximities.R . Convert2ThreeWay.R . ConvertFactors2Integers.R . CorrelationCircle.R . CostsGradBinPLS1.R . CostsGradients4Biplot.R . CostsGradients4LogBiplot.R . CrissCross.R . CumSum.R . DataFrame2Matrix4Regression.R . Dataframe2BinaryMatrix.R . DefineTrajectory.R . DensityBiplot.R . Dhats.R . DimensionLabels.R . DistUnfold.R . DualStatisBiplot.R . Eq2gSolve.R . ErrorBarPlotPanel.R . EuclideanDist.R . ExpandTable.R . ExternalBinaryLogisticBiplot.R . ExtractBiplotCoinertia.R . ExtractContributions.R . ExtractIndices.R . ExtractTable.R . FA.Biplot.R . Factor2Binary.R . Fraction.R . GD.Biplot.R . Games_Howell.R . GeneralizedProcrustes.R . GeographicalDistances.R . GetBiplotScales.R . GetCCAScales.R . GetConstUnfoldScales.R . GowerProximities.R . GowerSimilarities.R . HJ.Biplot.R . Hermquad.R . HistogramPanel.R . InBox.R . InitialTransform.R . Integer2Binary.R . Kruskal.Wallis.Tests.R . LASSORegression.R . Levene.Tests.R . LineInaBox.R . LogFrequencyBiplot.R . Loss.R . MDS.R . MGC.R . Matrix2Proximities.R . MixedBiplot.R . MonotoneRegression.R . MultiTableStatistics.R . MultiTableTransform.R . Multiquad.R . NIPALS.Biplot.R . NIPALSPCA.R . NeuralNetwork.R . NiceNumber.R . NominalDistances.R . NormalityTests.R . Numeric2Binary.R . OrdLogBipEM.R . OrdVarBiplot.R . OrdVarCoordinates.R . OrdinalDistances.R . OrdinalLogisticFit.R . Orthog.R . OrthogonalizeScores.R . PCA.Analysis.R . PCA.Biplot.R . PCA.Bootstrap.R . PCoABootIndiv.R . PLSR.R . PLSR1Bin.R . PLSR1BinFit.R . PLSR1OrdFit.R . PLSR1Ordin.R . PLSRfit.R . PathwiseCoordinateOptimization.R . PlotBinaryVar.R . PlotBiplotClusters.R . PlotOrdinalResponses.R . PlotTrajectory.R . PrettyTicks.R . PrinAxesFA.R . PrincipalCoordinates.R . RemoveRowsWithNaNs.R . RidgeBinaryLogistic.R . RidgeBinaryLogisticFit.R . RidgeMultinomialLogisticRegression.R . RidgeOrdinalLogistic.R . SMACOF.R . Scales.R . ScreePlot.R . SelectVarsAnova.R . SeparateVarTypes.R . SimpleProcrustes.R . SimulateGaussianAbundances.R . Sparse.NIPALSPCA.R . StatisBiplot.R . SymmetricContinuousDistances.R . Three2TwoWay.R . TransfUnfold.R . TransformIni.R . Truncated.NIPALSPCA.R . Tukals3.R . Unfolding.R . UnfoldingGD.R . UnfoldingSMACOF.R . Untitled.R . UpdateUnfol.R . UpdateUnfolConstr.R . Valid.R . VarBiplot.R . VarDisk.R . VarimaxRot.R . WPCA.Biplot.R . WeightedPCoA.R . anova.RidgeBinaryLogistic.R . binBvn.R . biplot.PLSR1BIN.R . countsToCases.R . dhatsunfol.R . diagonal.R . dlines.R . ellipse.R . ginv.R . indexC1.R . logit.R . lsqisotonic.R . matixsqrt.R . matrixsqrtinv.R . ones.R . patterns_eq.R . plines.R . plot.BinSupVarsBiplot.R . plot.Binary.Logistic.Biplot.R . plot.CA.sol.R . plot.CCA.sol.R . plot.Canonical.Biplot.R . plot.CanonicalDistanceAnalysis.R . plot.ContSupVarsBiplot.R . plot.ContinuousBiplot.R . plot.External.Binary.Logistic.Biplot.R . plot.LASSOReg.R . plot.MGC.R . plot.OrdSupVarsBiplot.R . plot.Ordinal.Logistic.Biplot.R . plot.PCA.Analysis.R . plot.PCA.Bootstrap.R . plot.PLSR.R . plot.Principal.Coordinates.R . plot.Procrustes.R . plot.StatisBiplot.R . plot.Supplementary.Variables.R . plot.Unfolding.R . plot.ellipse.R . plot.fraction.R . plot3d.ContinuousBiplot.R . plot3dCanonicalBiplot.R . plotPCoABootstrap.R . polychoric.R . predict.OrdinalLogisticRegression.R . print.Canonical.Biplot.R . print.CanonicalDistanceAnalysis.R . print.ContinuousBiplot.R . print.Ordinal.Logistic.Biplot.R . print.Principal.Coordinates.R . print.rmlr.R . scores.CCA.sol.R . shepard.Unfolding.R . summary.Binary.Logistic.Biplot.R . summary.CCA.sol.R . summary.Canonical.Biplot.R . summary.ContinuousBiplot.R . summary.Ordinal.Logistic.Biplot.R . summary.PCA.Analysis.R . summary.PCA.Bootstrap.R . summary.PLSR.R . summary.PLSR1Bin.R . summary.Principal.Coordinates.R . summary.RidgeBinaryLogistic.R . summary.StatisBiplot.R . summary.rmlr.R . textsmart.R . vec.R . wa.R . wcor.R . weighted.quantile.R . zeros.R .  Full MultBiplotR package functions and examples
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