bootPLS

Bootstrap Hyperparameter Selection for PLS Models and Extensions

CRAN Package

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).


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Insights

Last 30 days

This package has been downloaded 279 times in the last 30 days. More than a random curiosity, but not quite a blockbuster. Still, it's gaining traction! The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 16 times.

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0 downloadsMar 2, 2025
8 downloadsMar 3, 2025
18 downloadsMar 4, 2025
8 downloadsMar 5, 2025
4 downloadsMar 6, 2025
9 downloadsMar 7, 2025
8 downloadsMar 8, 2025
4 downloadsMar 9, 2025
10 downloadsMar 10, 2025
15 downloadsMar 11, 2025
7 downloadsMar 12, 2025
14 downloadsMar 13, 2025
5 downloadsMar 14, 2025
10 downloadsMar 15, 2025
4 downloadsMar 16, 2025
7 downloadsMar 17, 2025
16 downloadsMar 18, 2025
10 downloadsMar 19, 2025
15 downloadsMar 20, 2025
14 downloadsMar 21, 2025
6 downloadsMar 22, 2025
10 downloadsMar 23, 2025
10 downloadsMar 24, 2025
10 downloadsMar 25, 2025
5 downloadsMar 26, 2025
7 downloadsMar 27, 2025
11 downloadsMar 28, 2025
9 downloadsMar 29, 2025
5 downloadsMar 30, 2025
4 downloadsMar 31, 2025
16 downloadsApr 1, 2025
0 downloadsApr 2, 2025
0 downloadsApr 3, 2025
0 downloadsApr 4, 2025
0 downloadsApr 5, 2025
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The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Last 365 days

This package has been downloaded 3,526 times in the last 365 days. Consider this 'mid-tier influencer' status—if it were a TikTok, it would get a nod from nieces and nephews. The day with the most downloads was Sep 26, 2024 with 60 downloads.

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Data provided by CRAN


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Dependencies

  • Imports8 packages
  • Suggests5 packages