Package: complmrob 0.7.0

David Kepplinger

complmrob: Robust Linear Regression with Compositional Data as Covariates

Robust regression methods for compositional data. The distribution of the estimates can be approximated with various bootstrap methods. These bootstrap methods are available for the compositional as well as for standard robust regression estimates. This allows for direct comparison between them.

Authors:David Kepplinger <[email protected]>

complmrob_0.7.0.tar.gz
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complmrob.pdf |complmrob.html
complmrob/json (API)

# Install 'complmrob' in R:
install.packages('complmrob', repos = c('https://dakep.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/dakep/complmrob/issues

On CRAN:

Conda-Forge:

2.98 score 19 scripts 299 downloads 1 mentions 4 exports 31 dependencies

Last updated 5 years agofrom:c904ac453c. Checks:5 OK, 3 NOTE. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKMar 03 2025
R-4.5-winNOTEMar 03 2025
R-4.5-macNOTEMar 03 2025
R-4.5-linuxNOTEMar 03 2025
R-4.4-winOKMar 03 2025
R-4.4-macOKMar 03 2025
R-4.3-winOKMar 03 2025
R-4.3-macOKMar 03 2025

Exports:bootcoefscomplmrobisomLRisomLRinv

Dependencies:bootclicolorspaceDEoptimRfansifarverggplot2gluegtableisobandlabelinglatticelifecyclemagrittrMASSMatrixmgcvmunsellnlmepillarpkgconfigR6RColorBrewerrlangrobustbasescalestibbleutf8vctrsviridisLitewithr

Readme and manuals

Help Manual

Help pageTopics
Bootstrap the regression coefficients for a robust linear regression modelbootcoefs bootcoefs.complmrob bootcoefs.lmrob
Bootstrap statistics functionsbootStat-methods bootStatCases bootStatFast bootStatFastControl bootStatResiduals
MM-type estimators for linear regression on compositional datacomplmrob
Calculate confidence intervalsconfint.bccomplmrob confint.bclmrob
Simple function (just copied from the stats package) to format percentagesformat.perc
(Inverse) Isometric log-ratio transformation for compositional dataisomLR isomLRinv
Plot the distribution of the bootstrap estimatesplot.bootcoefs
Diagnostic plots for the robust regression model with compositional covariatesplot.complmrob
Print the objectprint-methods print.bootcoefs print.complmrob
Print the summary informationprint.summary.complmrob
Get summary informationsummary-methods summary.bccomplmrob summary.bclmrob summary.complmrob