extlasso

Maximum Penalized Likelihood Estimation with Extended Lasso Penalty

CRAN Package

Estimates coefficients of extended LASSO penalized linear regression and generalized linear models. Currently lasso and elastic net penalized linear regression and generalized linear models are considered. This package currently utilizes an accurate approximation of L1 penalty and then a modified Jacobi algorithm to estimate the coefficients. There is provision for plotting of the solutions and predictions of coefficients at given values of lambda. This package also contains functions for cross validation to select a suitable lambda value given the data. Also provides a function for estimation in fused lasso penalized linear regression. For more details, see Mandal, B. N.(2014). Computational methods for L1 penalized GLM model fitting, unpublished report submitted to Macquarie University, NSW, Australia.


Team


Insights

Last 30 days

This package has been downloaded 224 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 downloadsFeb 9, 2025
0 downloadsFeb 10, 2025
0 downloadsFeb 11, 2025
11 downloadsFeb 12, 2025
9 downloadsFeb 13, 2025
10 downloadsFeb 14, 2025
6 downloadsFeb 15, 2025
1 downloadsFeb 16, 2025
9 downloadsFeb 17, 2025
5 downloadsFeb 18, 2025
11 downloadsFeb 19, 2025
24 downloadsFeb 20, 2025
4 downloadsFeb 21, 2025
5 downloadsFeb 22, 2025
9 downloadsFeb 23, 2025
4 downloadsFeb 24, 2025
1 downloadsFeb 25, 2025
7 downloadsFeb 26, 2025
8 downloadsFeb 27, 2025
3 downloadsFeb 28, 2025
11 downloadsMar 1, 2025
2 downloadsMar 2, 2025
9 downloadsMar 3, 2025
17 downloadsMar 4, 2025
10 downloadsMar 5, 2025
6 downloadsMar 6, 2025
4 downloadsMar 7, 2025
7 downloadsMar 8, 2025
2 downloadsMar 9, 2025
4 downloadsMar 10, 2025
5 downloadsMar 11, 2025
4 downloadsMar 12, 2025
16 downloadsMar 13, 2025
0 downloadsMar 14, 2025
0 downloadsMar 15, 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 2,755 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 Jul 23, 2024 with 36 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