bootPLS-package: bootPLS: Bootstrap Hyperparameter Selection for PLS Models...

In bootPLS: Bootstrap Hyperparameter Selection for PLS Models and Extensions

bootPLS: Bootstrap Hyperparameter Selection for PLS Models and Extensions

Description

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', \Sexpr[results=rd]{tools:::Rd_expr_doi("10.1007/978-3-319-40643-5_18")}) and two articles (Magnanensi et al. 2017, 'Statistics and Computing', \Sexpr[results=rd]{tools:::Rd_expr_doi("10.1007/s11222-016-9651-4")}) and (Magnanensi et al. 2021, 'Frontiers in Applied Mathematics and Statistics', \Sexpr[results=rd]{tools:::Rd_expr_doi("10.3389/fams.2021.693126")}).

Author(s)

Maintainer: Frederic Bertrand [e-mail] (ORCID)

Authors:

• Jeremy Magnanensi [e-mail]

• Myriam Maumy-Bertrand [e-mail] (ORCID)

References

A new bootstrap-based stopping criterion in PLS component construction, J. Magnanensi, M. Maumy-Bertrand, N. Meyer and F. Bertrand (2016), in The Multiple Facets of Partial Least Squares and Related Methods, \Sexpr[results=rd]{tools:::Rd_expr_doi("10.1007/978-3-319-40643-5_18")}

A new universal resample-stable bootstrap-based stopping criterion for PLS component construction, J. Magnanensi, F. Bertrand, M. Maumy-Bertrand and N. Meyer, (2017), Statistics and Computing, 27, 757–774. \Sexpr[results=rd]{tools:::Rd_expr_doi("10.1007/s11222-016-9651-4")}

New developments in Sparse PLS regression, J. Magnanensi, M. Maumy-Bertrand, N. Meyer and F. Bertrand, (2021), Frontiers in Applied Mathematics and Statistics, \Sexpr[results=rd]{tools:::Rd_expr_doi("10.3389/fams.2021.693126")}

See Also

Useful links:

• https://fbertran.github.io/bootPLS/

• https://github.com/fbertran/bootPLS/

• Report bugs at https://github.com/fbertran/bootPLS/issues/

bootPLS documentation built on Sept. 30, 2024, 9:13 a.m.