robCompositions
Compositional Data Analysis
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.
- Version2.4.1
- R version≥ 3.5.0
- LicenseGPL-2
- LicenseGPL-3
- Needs compilation?Yes
- robCompositions citation info
- Last release08/25/2023
Documentation
Team
Matthias Templ
Peter Filzmoser
Show author detailsRolesAuthorBernhard Meindl
Show author detailsRolesContributorAlessandra Menafoglio
Show author detailsRolesContributorKarel Hron
Kamila Facevicova
Show author detailsRolesContributorPetra Kynclova
Show author detailsRolesContributorJan Walach
Show author detailsRolesContributorVeronika Pintar
Show author detailsRolesContributorJiajia Chen
Show author detailsRolesContributorDominika Miksova
Show author detailsRolesContributorAlessia Di Blasi
Show author detailsRolesContributorFederico Pavone
Show author detailsRolesContributorNikola Stefelova
Show author detailsRolesContributorGianluca Zeni
Show author detailsRolesContributorRoman Wiederkehr
Show author detailsRolesContributor
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- Depends3 packages
- Imports20 packages
- Suggests2 packages
- Linking To2 packages
- Reverse Imports2 packages
- Reverse Suggests1 package