adelie

Group Lasso and Elastic Net Solver for Generalized Linear Models

CRAN Package

Extremely efficient procedures for fitting the entire group lasso and group elastic net regularization path for GLMs, multinomial, the Cox model and multi-task Gaussian models. Similar to the R package 'glmnet' in scope of models, and in computational speed. This package provides R bindings to the C++ code underlying the corresponding Python package 'adelie'. These bindings offer a general purpose group elastic net solver, a wide range of matrix classes that can exploit special structure to allow large-scale inputs, and an assortment of generalized linear model classes for fitting various types of data. The package is an implementation of Yang, J. and Hastie, T. (2024) doi:10.48550/arXiv.2405.08631.

  • Version1.0.7
  • R versionunknown
  • LicenseMIT
  • Needs compilation?Yes
  • Last release02/28/2025

Documentation


Team


Insights

Last 30 days

This package has been downloaded 537 times in the last 30 days. Not bad! The download count is somewhere between 'small-town buzz' and 'moderate academic conference'. The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 5 times.

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0 downloadsFeb 9, 2025
0 downloadsFeb 10, 2025
0 downloadsFeb 11, 2025
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19 downloadsFeb 15, 2025
18 downloadsFeb 16, 2025
54 downloadsFeb 17, 2025
8 downloadsFeb 18, 2025
12 downloadsFeb 19, 2025
33 downloadsFeb 20, 2025
6 downloadsFeb 21, 2025
15 downloadsFeb 22, 2025
19 downloadsFeb 23, 2025
15 downloadsFeb 24, 2025
16 downloadsFeb 25, 2025
27 downloadsFeb 26, 2025
13 downloadsFeb 27, 2025
13 downloadsFeb 28, 2025
45 downloadsMar 1, 2025
11 downloadsMar 2, 2025
20 downloadsMar 3, 2025
35 downloadsMar 4, 2025
26 downloadsMar 5, 2025
8 downloadsMar 6, 2025
13 downloadsMar 7, 2025
24 downloadsMar 8, 2025
9 downloadsMar 9, 2025
10 downloadsMar 10, 2025
17 downloadsMar 11, 2025
13 downloadsMar 12, 2025
10 downloadsMar 13, 2025
8 downloadsMar 14, 2025
15 downloadsMar 15, 2025
5 downloadsMar 16, 2025
0 downloadsMar 17, 2025
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0 downloadsMar 21, 2025
0 downloadsMar 22, 2025
5
54

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 2,993 times in the last 365 days. That's enough downloads to impress a room full of undergrads. A commendable achievement indeed. The day with the most downloads was Jun 22, 2024 with 64 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

  • Imports4 packages
  • Suggests5 packages
  • Linking To2 packages