Package: bootPLS 1.0.1

bootPLS: Bootstrap Hyperparameter Selection for PLS Models and Extensions

Several implementations of non-parametric stable bootstrap-based techniques to determine the numbers of components for Partial Least Squares linear or generalized linear regression models as well as and sparse Partial Least Squares linear or generalized linear regression models. The package collects techniques that were published in a book chapter (Magnanensi et al. 2016, 'The Multiple Facets of Partial Least Squares and Related Methods', <doi:10.1007/978-3-319-40643-5_18>) and two articles (Magnanensi et al. 2017, 'Statistics and Computing', <doi:10.1007/s11222-016-9651-4>) and (Magnanensi et al. 2021, 'Frontiers in Applied Mathematics and Statistics', <doi:10.3389/fams.2021.693126>).

Authors:Frederic Bertrand [cre, aut], Jeremy Magnanensi [aut], Myriam Maumy-Bertrand [aut]

bootPLS_1.0.1.tar.gz
bootPLS_1.0.1.zip(r-4.5)bootPLS_1.0.1.zip(r-4.4)bootPLS_1.0.1.zip(r-4.3)
bootPLS_1.0.1.tgz(r-4.5-any)bootPLS_1.0.1.tgz(r-4.4-any)bootPLS_1.0.1.tgz(r-4.3-any)
bootPLS_1.0.1.tar.gz(r-4.5-noble)bootPLS_1.0.1.tar.gz(r-4.4-noble)
bootPLS_1.0.1.tgz(r-4.4-emscripten)bootPLS_1.0.1.tgz(r-4.3-emscripten)
bootPLS.pdf |bootPLS.html
bootPLS/json (API)
NEWS

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

Bug tracker:https://github.com/fbertran/bootpls/issues

Pkgdown site:https://fbertran.github.io

Datasets:
  • datasim - Simulated dataset for gamma family based PLSR

On CRAN:

Conda:

3.70 score 1 stars 4 scripts 309 downloads 15 exports 85 dependencies

Last updated 6 months agofrom:d25fa6b197. Checks:9 OK. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKMar 23 2025
R-4.5-winOKMar 23 2025
R-4.5-macOKMar 23 2025
R-4.5-linuxOKMar 23 2025
R-4.4-winOKMar 23 2025
R-4.4-macOKMar 23 2025
R-4.4-linuxOKMar 23 2025
R-4.3-winOKMar 23 2025
R-4.3-macOKMar 23 2025

Exports:coefs.plsR.adapt.ncompcoefs.plsR.CSimcoefs.plsRglm.CSimcoefs.sgpls.CSimnbcomp.bootplsRnbcomp.bootplsRglmnbcomp.bootsgplsnbcomp.bootsgpls.paranbcomp.bootsplsnbcomp.bootspls.parapermcoefs.plsR.CSimpermcoefs.plsRglm.CSimpermcoefs.sgpls.CSimsignpred2simul_data_UniYX_gamma

Dependencies:abindbackportsbipartitebootbroomcarcarDatacliclustercodacodetoolscolorspacecorpcorcowplotcpp11DerivdoBydoParalleldotCall64dplyrfansifarverfieldsforeachFormulagenericsggplot2gluegtableigraphisobanditeratorslabelinglatticelifecyclelme4magrittrmapsMASSMatrixMatrixModelsmgcvmicrobenchmarkminqamodelrmunsellmvtnormnetworknlmenloptrnnetnumDerivpbkrtestpermutepillarpkgconfigplsplsRglmpurrrquantregR6rbibutilsRColorBrewerRcppRcppEigenRdpackreformulasrlangscalessnaspamSparseMsplsstatnet.commonstringistringrsurvivaltibbletidyrtidyselectutf8vctrsveganviridisLitewithr

Selecting the number of components

Rendered fromUseNbcomp.Rmdusingknitr::rmarkdownon Mar 23 2025.

Last update: 2024-09-23
Started: 2021-07-13