BOSSreg

Best Orthogonalized Subset Selection (BOSS)

CRAN Package

Best Orthogonalized Subset Selection (BOSS) is a least-squares (LS) based subset selection method, that performs best subset selection upon an orthogonalized basis of ordered predictors, with the computational effort of a single ordinary LS fit. This package provides a highly optimized implementation of BOSS and estimates a heuristic degrees of freedom for BOSS, which can be plugged into an information criterion (IC) such as AICc in order to select the subset from candidates. It provides various choices of IC, including AIC, BIC, AICc, Cp and GCV. It also implements the forward stepwise selection (FS) with no additional computational cost, where the subset of FS is selected via cross-validation (CV). CV is also an option for BOSS. For details see: Tian, Hurvich and Simonoff (2021), "On the Use of Information Criteria for Subset Selection in Least Squares Regression", doi:10.48550/arXiv.1911.10191.


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Insights

Last 30 days

This package has been downloaded 219 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 6 times.

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0 downloadsMar 2, 2025
7 downloadsMar 3, 2025
15 downloadsMar 4, 2025
8 downloadsMar 5, 2025
2 downloadsMar 6, 2025
9 downloadsMar 7, 2025
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2 downloadsMar 9, 2025
5 downloadsMar 10, 2025
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4 downloadsMar 14, 2025
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2 downloadsMar 16, 2025
6 downloadsMar 17, 2025
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7 downloadsMar 19, 2025
17 downloadsMar 20, 2025
7 downloadsMar 21, 2025
6 downloadsMar 22, 2025
7 downloadsMar 23, 2025
9 downloadsMar 24, 2025
7 downloadsMar 25, 2025
13 downloadsMar 26, 2025
7 downloadsMar 27, 2025
9 downloadsMar 28, 2025
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5 downloadsMar 31, 2025
6 downloadsApr 1, 2025
0 downloadsApr 2, 2025
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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 2,783 times in the last 365 days. Now we’re talking! This work is officially 'heard of in academic circles', just like those wild research papers on synthetic bananas. The day with the most downloads was Jul 21, 2024 with 79 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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  • Imports3 packages
  • Suggests7 packages
  • Linking To2 packages