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# CITATION file created with {cffr} R package
# See also: https://docs.ropensci.org/cffr/
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cff-version: 1.2.0
message: 'To cite package "bootPLS" in publications use:'
type: software
license: GPL-3.0-only
title: 'bootPLS: Bootstrap Hyperparameter Selection for PLS Models and Extensions'
version: 1.2.0
doi: 10.32614/CRAN.package.bootPLS
identifiers:
- type: doi
  value: 10.32614/CRAN.package.bootPLS
abstract: 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', <https://doi.org/10.1007/978-3-319-40643-5_18>) and two articles
  (Magnanensi et al. 2017, 'Statistics and Computing', <https://doi.org/10.1007/s11222-016-9651-4>)
  and (Magnanensi et al. 2021, 'Frontiers in Applied Mathematics and Statistics',
  <https://doi.org/10.3389/fams.2021.693126>).
authors:
- family-names: Bertrand
  given-names: Frederic
  email: frederic.bertrand@lecnam.net
  orcid: https://orcid.org/0000-0002-0837-8281
- family-names: Magnanensi
  given-names: Jeremy
  email: jeremy.magnanensi@gmail.com
- family-names: Maumy-Bertrand
  given-names: Myriam
  email: myriam.maumy@ehesp.fr
  orcid: https://orcid.org/0000-0002-4615-1512
preferred-citation:
  type: manual
  title: Bootstrap Hyperparameter Selection for PLS Models and Extensions
  authors:
  - family-names: Bertrand
    given-names: Frederic
    email: frederic.bertrand@lecnam.net
    orcid: https://orcid.org/0000-0002-0837-8281
  - family-names: Maumy-Bertrand
    given-names: Myriam
    email: myriam.maumy@ehesp.fr
    orcid: https://orcid.org/0000-0002-4615-1512
  year: '2026'
  notes: R package version 1.2.0
  url: https://github.com/fbertran/bootPLS
  doi: 10.32614/CRAN.package.bootPLS
repository: https://cran.r-universe.dev
repository-code: https://github.com/fbertran/bootPLS
commit: 145364f8abde06a336c0334f65a107ca439d7de0
url: https://fbertran.github.io/bootPLS/
date-released: '2026-06-07'
contact:
- family-names: Bertrand
  given-names: Frederic
  email: frederic.bertrand@lecnam.net
  orcid: https://orcid.org/0000-0002-0837-8281
references:
- type: article
  title: A new bootstrap-based stopping criterion in PLS component construction
  authors:
  - family-names: Magnanensi
    given-names: J.
  - family-names: Maumy-Bertrand
    given-names: M.
  - family-names: Meyer
    given-names: N.
  - family-names: Bertrand
    given-names: F.
  year: '2016'
  journal: The Multiple Facets of Partial Least Squares and Related Methods
- type: article
  title: A new universal resample-stable bootstrap-based stopping criterion for PLS
    component construction
  authors:
  - family-names: Magnanensi
    given-names: J.
  - family-names: Maumy-Bertrand
    given-names: M.
  - family-names: Meyer
    given-names: N.
  - family-names: Bertrand
    given-names: F.
  year: '2017'
  journal: Statistics and Computing
- type: article
  title: New developments in Sparse PLS regression
  authors:
  - family-names: Magnanensi
    given-names: J.
  - family-names: Maumy-Bertrand
    given-names: M.
  - family-names: Meyer
    given-names: N.
  - family-names: Bertrand
    given-names: F.
  year: '2021'
  journal: Frontiers in Applied Mathematics and Statistics