penalized

Penalized Estimation in GLMs and in the Cox Model

CRAN Package

Fitting possibly high dimensional penalized regression models. The penalty structure can be any combination of an L1 penalty (lasso and fused lasso), an L2 penalty (ridge) and a positivity constraint on the regression coefficients. The supported regression models are linear, logistic and Poisson regression and the Cox Proportional Hazards model. Cross-validation routines allow optimization of the tuning parameters.


Documentation


Team


Insights

Last 30 days

This package has been downloaded 2,219 times in the last 30 days. Now we’re talking! This work is officially 'heard of in academic circles', just like those wild research papers on synthetic bananas. The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 55 times.

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0 downloadsMar 2, 2025
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100 downloadsMar 6, 2025
88 downloadsMar 7, 2025
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85 downloadsMar 10, 2025
80 downloadsMar 11, 2025
106 downloadsMar 12, 2025
96 downloadsMar 13, 2025
43 downloadsMar 14, 2025
149 downloadsMar 15, 2025
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69 downloadsMar 17, 2025
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31 downloadsMar 22, 2025
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183 downloadsMar 28, 2025
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72 downloadsApr 1, 2025
51 downloadsApr 2, 2025
93 downloadsApr 3, 2025
55 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 28,568 times in the last 365 days. The academic equivalent of having a dedicated subreddit. There are fans, and maybe even a few trolls! The day with the most downloads was Sep 11, 2024 with 259 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


Binaries


Dependencies

  • Depends1 package
  • Imports1 package
  • Linking To2 packages
  • Reverse Depends3 packages
  • Reverse Imports10 packages
  • Reverse Suggests10 packages