Package: bootPLS 0.9.9

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', accepted.).

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

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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'))

Peer review:

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

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

On CRAN:

15 exports 1 stars 0.75 score 80 dependencies 6 scripts 303 downloads

Last updated 3 years agofrom:aaa399fc0a. Checks:OK: 5 NOTE: 2. Indexed: yes.

TargetResultDate
Doc / VignettesOKAug 27 2024
R-4.5-winNOTEAug 27 2024
R-4.5-linuxNOTEAug 27 2024
R-4.4-winOKAug 27 2024
R-4.4-macOKAug 27 2024
R-4.3-winOKAug 27 2024
R-4.3-macOKAug 27 2024

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:abindbackportsbipartitebootbroomcarcarDatacliclustercodacodetoolscolorspacecowplotcpp11DerivdoBydoParalleldotCall64dplyrfansifarverfieldsforeachgenericsggplot2gluegtableigraphisobanditeratorslabelinglatticelifecyclelme4magrittrmapsMASSMatrixMatrixModelsmgcvmicrobenchmarkminqamodelrmunsellmvtnormnetworknlmenloptrnnetnumDerivpbkrtestpermutepillarpkgconfigplsplsRglmpurrrquantregR6RColorBrewerRcppRcppEigenrlangscalessnaspamSparseMsplsstatnet.commonstringistringrsurvivaltibbletidyrtidyselectutf8vctrsveganviridisLitewithr

Selecting the number of components

Frédéric Bertrand and Myriam Maumy-Bertrand

Rendered fromUseNbcomp.Rmdusingknitr::rmarkdownon Aug 27 2024.

Last update: 2021-07-15
Started: 2021-07-13