mboost

Model-Based Boosting

CRAN Package

Functional gradient descent algorithm (boosting) for optimizing general risk functions utilizing component-wise (penalised) least squares estimates or regression trees as base-learners for fitting generalized linear, additive and interaction models to potentially high-dimensional data. Models and algorithms are described in doi:10.1214/07-STS242, a hands-on tutorial is available from doi:10.1007/s00180-012-0382-5. The package allows user-specified loss functions and base-learners.


Documentation


Team


Insights

Last 30 days

This package has been downloaded 4,449 times in the last 30 days. That's enough downloads to impress a room full of undergrads. A commendable achievement indeed. The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 135 times.

Sun
Mon
Tue
Wed
Thu
Fri
Sat
0 downloadsFeb 9, 2025
0 downloadsFeb 10, 2025
0 downloadsFeb 11, 2025
0 downloadsFeb 12, 2025
210 downloadsFeb 13, 2025
195 downloadsFeb 14, 2025
140 downloadsFeb 15, 2025
63 downloadsFeb 16, 2025
177 downloadsFeb 17, 2025
195 downloadsFeb 18, 2025
200 downloadsFeb 19, 2025
298 downloadsFeb 20, 2025
155 downloadsFeb 21, 2025
56 downloadsFeb 22, 2025
77 downloadsFeb 23, 2025
118 downloadsFeb 24, 2025
133 downloadsFeb 25, 2025
107 downloadsFeb 26, 2025
326 downloadsFeb 27, 2025
112 downloadsFeb 28, 2025
73 downloadsMar 1, 2025
63 downloadsMar 2, 2025
113 downloadsMar 3, 2025
170 downloadsMar 4, 2025
362 downloadsMar 5, 2025
123 downloadsMar 6, 2025
96 downloadsMar 7, 2025
78 downloadsMar 8, 2025
69 downloadsMar 9, 2025
146 downloadsMar 10, 2025
105 downloadsMar 11, 2025
209 downloadsMar 12, 2025
145 downloadsMar 13, 2025
135 downloadsMar 14, 2025
0 downloadsMar 15, 2025
56
362

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 56,774 times in the last 365 days. An impressive feat! Enough downloads to make even seasoned academics take note. The day with the most downloads was Aug 22, 2024 with 429 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
  • Imports6 packages
  • Suggests12 packages
  • Reverse Depends7 packages
  • Reverse Imports13 packages
  • Reverse Suggests17 packages