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robCompositions  

Compositional Data Analysis
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("robCompositions", "2.4.1")



Attach the package and use:
library("robCompositions")
Maintained by
Matthias Templ
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2009-01-20
Latest Update: 2023-08-25
Description:
Methods for analysis of compositional data including robust methods(<doi:10.1007/978-3-319-96422-5>), imputation of missing values (<doi:10.1016/j.csda.2009.11.023>), methods to replace rounded zeros (<doi:10.1080/02664763.2017.1410524>, <doi:10.1016/j.chemolab.2016.04.011>, <doi:10.1016/j.csda.2012.02.012>), count zeros (<doi:10.1177/1471082X14535524>), methods to deal with essential zeros (<doi:10.1080/02664763.2016.1182135>), (robust) outlier detection for compositional data, (robust) principal component analysis for compositional data, (robust) factor analysis for compositional data, (robust) discriminant analysis for compositional data (Fisher rule), robust regression with compositional predictors, functional data analysis (<doi:10.1016/j.csda.2015.07.007>) and p-splines (<doi:10.1016/j.csda.2015.07.007>), contingency (<doi:10.1080/03610926.2013.824980>) and compositional tables (<doi:10.1111/sjos.12326>, <doi:10.1111/sjos.12223>, <doi:10.1080/02664763.2013.856871>) and (robust) Anderson-Darling normality tests for compositional data as well as popular log-ratio transformations (addLR, cenLR, isomLR, and their inverse transformations). In addition, visualisation and diagnostic tools are implemented as well as high and low-level plot functions for the ternary diagram.
How to cite:
Matthias Templ (2009). robCompositions: Compositional Data Analysis. R package version 2.4.1, https://cran.r-project.org/web/packages/robCompositions
Previous versions and publish date:
1.0.1 (2009-01-20 21:31), 1.2.2 (2009-05-08 13:22), 1.2 (2009-03-06 18:04), 1.3.2 (2009-11-29 20:35), 1.3.3 (2010-01-18 17:01), 1.4.0 (2010-04-06 16:00), 1.4.1 (2010-06-21 10:04), 1.4.2 (2010-07-05 20:25), 1.4.3 (2010-08-16 20:43), 1.4.4 (2011-01-11 10:31), 1.5.0 (2011-05-06 05:59), 1.6.0 (2012-05-15 17:35), 1.6.2 (2013-01-11 16:29), 1.6.3 (2013-02-27 09:44), 1.6.4 (2013-11-26 12:55), 1.7.0 (2014-02-07 16:24), 1.8.0 (2014-03-16 16:25), 1.9.0 (2014-08-18 20:55), 1.9.1 (2015-05-06 17:22), 2.0.0 (2016-02-08 15:39), 2.0.2 (2016-08-22 12:00), 2.0.3 (2017-01-12 00:50), 2.0.5 (2017-07-12 21:31), 2.0.6 (2017-08-14 15:14), 2.0.7 (2018-04-08 19:28), 2.0.8 (2018-05-29 13:38), 2.0.9 (2018-11-08 15:00), 2.0.10 (2019-02-19 14:50), 2.1.0 (2020-01-29 17:02), 2.2.0 (2020-01-14 07:10), 2.2.1 (2020-02-11 18:20), 2.3.0 (2020-11-18 22:10), 2.3.1 (2021-09-20 16:20)
Other packages that cited robCompositions R package
View robCompositions citation profile
Other R packages that robCompositions depends, imports, suggests or enhances
Functions, R codes and Examples using the robCompositions R package
Some associated functions: GDPsatis . SDev . ZBsplineBasis . aDist . addLR . addLRinv . adjust . adtest . adtestWrapper . ageCatWorld . alcohol . alcoholreg . arcticLake . balances . biomarker . biplot.factanal . biplot.pcaCoDa . bootnComp . bpc . bpcPca . bpcPcaTab . bpcReg . bpcRegTab . bpcTab . bpcTabWrapper . cancer . cancerMN . ced . cenLR . cenLRinv . chorizonDL . clustCoDa . clustCoDa_qmode . coffee . compareMahal . compositionalSpline . constSum . coord . corCoDa . cubeCoord . daCoDa . daFisher . economy . educFM . efsa . election . electionATbp . employment . employment2 . employment_df . expenditures . expendituresEU . fcenLR . fcenLRinv . fcenLRp . fcenLRu . foodbalance . gemas . gjovik . gm . gmean . govexp . haplogroups . honey . ilr.2x2 . impAll . impCoda . impKNNa . impRZalr . impRZilr . imputeBDLs . imputeUDLs . ind2x2 . indTab . instw . int2x2 . intArray . intTab . is.equivalent . isic32 . laborForce . landcover . lifeExpGdp . lmCoDaX . machineOperators . manu_abs . mcad . missPatterns . mortality . mortality_tab . norm1 . nutrients . nutrients_branded . orthbasis . outCoDa . pTab . payments . pcaCoDa . perturbation . pfa . phd . phd_totals . pivotCoord . plot.imp . plot.pcaCoDa . plot.smoothSpl . precipitation . print.imp . production . rSDev . rSDev.test . rcodes . rdcm . robCompositions-package . saffron . skyeLavas . smoothSplines . smoothSplinesVal . socExp . stats . summary.imp . tabCoord . teachingStuff . ternaryDiag . ternaryDiagAbline . ternaryDiagEllipse . ternaryDiagPoints . trapzc . trondelagC . trondelagO . unemployed . variation . weightedPivotCoord . zeroOut . 
Some associated R codes: CompositionalSpline.R . CubeCoord.R . SDev.R . TabCoord.R . Transformations.R . ZBsplineBasis.R . aDist.R . addLR.R . addLRinv.R . adjust.R . adtest.R . adtestWrapper.R . alphablend.R . balZav.R . balances.R . biomarker.R . biplot.factanal.R . biplot.pcaCoDa.R . bpc.R . bpcPca.R . bpcPcaTab.R . bpcReg.R . bpcRegTab.R . bpcTab.R . bpcTabWrapper.R . ced.R . cenLR.R . cenLRinv.R . center.R . clustCoDa.R . clustCoDa_qmode.R . compareMahal.R . constSum.R . coord.R . corCoDa.R . daCoDa.R . daFisher.R . dataSets.R . factanal.fit.principal1.R . gm.R . gm_backup.R . gmean.R . ilr.2x2.R . ilrregression.R . impAll.R . impCoda.R . impKNNa.R . impPCA.R . impRZalr.R . impRZilr.R . imputeBDLs.R . imputeUDLs.R . ind2x2.R . indTab.R . int2x2.R . intArray.R . intTab.R . is.equivalent.R . isomLR.R . lmCoDaX.R . missPatterns.R . norm1.R . orthbasis.R . outCoDa.R . pTab.R . pcaCoDa.R . perturbation.R . pfa.R . plot.imp.R . plot.pcaCoDa.R . print.imp.R . rSDev.R . rSDev.test.R . rdcm.R . robCompositions-package.R . robilrregression.R . splineDensity.R . splineDensity.plot.R . splineDensity.smoothingSplinesValidation.R . stats.R . summary.imp.R . ternaryDiag.R . ternaryDiagAbline.R . ternaryDiagEllipse.R . ternaryDiagLines.R . ternaryDiagPoints.R . utils.R . variation.R . weightedPivotCoord.R . zeroOut.R . zzz.R .  Full robCompositions package functions and examples
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