permimp

Conditional Permutation Importance

CRAN Package

An add-on to the 'party' package, with a faster implementation of the partial-conditional permutation importance for random forests. The standard permutation importance is implemented exactly the same as in the 'party' package. The conditional permutation importance can be computed faster, with an option to be backward compatible to the 'party' implementation. The package is compatible with random forests fit using the 'party' and the 'randomForest' package. The methods are described in Strobl et al. (2007) doi:10.1186/1471-2105-8-25 and Debeer and Strobl (2020) doi:10.1186/s12859-020-03622-2.


Documentation


Team


Insights

Last 30 days

This package has been downloaded 362 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 8 times.

Sun
Mon
Tue
Wed
Thu
Fri
Sat
0 downloadsFeb 9, 2025
0 downloadsFeb 10, 2025
0 downloadsFeb 11, 2025
0 downloadsFeb 12, 2025
0 downloadsFeb 13, 2025
12 downloadsFeb 14, 2025
4 downloadsFeb 15, 2025
7 downloadsFeb 16, 2025
17 downloadsFeb 17, 2025
8 downloadsFeb 18, 2025
19 downloadsFeb 19, 2025
17 downloadsFeb 20, 2025
10 downloadsFeb 21, 2025
10 downloadsFeb 22, 2025
14 downloadsFeb 23, 2025
6 downloadsFeb 24, 2025
6 downloadsFeb 25, 2025
28 downloadsFeb 26, 2025
56 downloadsFeb 27, 2025
4 downloadsFeb 28, 2025
8 downloadsMar 1, 2025
9 downloadsMar 2, 2025
20 downloadsMar 3, 2025
11 downloadsMar 4, 2025
14 downloadsMar 5, 2025
8 downloadsMar 6, 2025
9 downloadsMar 7, 2025
7 downloadsMar 8, 2025
0 downloadsMar 9, 2025
7 downloadsMar 10, 2025
24 downloadsMar 11, 2025
5 downloadsMar 12, 2025
8 downloadsMar 13, 2025
6 downloadsMar 14, 2025
8 downloadsMar 15, 2025
0
56

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 3,520 times in the last 365 days. Consider this 'mid-tier influencer' status—if it were a TikTok, it would get a nod from nieces and nephews. The day with the most downloads was Jul 21, 2024 with 74 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
  • Suggests4 packages
  • Reverse Imports1 package