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A Laboratory for Recursive Partitioning

CRAN Package

A computational toolbox for recursive partitioning. The core of the package is `ctree()`, an implementation of conditional inference trees which embed tree-structured regression models into a well defined theory of conditional inference procedures. This non-parametric class of regression trees is applicable to all kinds of regression problems, including nominal, ordinal, numeric, censored as well as multivariate response variables and arbitrary measurement scales of the covariates. Based on conditional inference trees, `cforest()` provides an implementation of Breiman's random forests. The function `mob()` implements an algorithm for recursive partitioning based on parametric models (e.g. linear models, GLMs or survival regression) employing parameter instability tests for split selection. Extensible functionality for visualizing tree-structured regression models is available. The methods are described in Hothorn et al. (2006) doi:10.1198/106186006X133933, Zeileis et al. (2008) doi:10.1198/106186008X319331 and Strobl et al. (2007) doi:10.1186/1471-2105-8-25.


Documentation


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Insights

Last 30 days

This package has been downloaded 23,555 times in the last 30 days. The downloads are officially high enough to crash an underfunded departmental server. Quite an accomplishment! The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 628 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
837 downloadsFeb 14, 2025
401 downloadsFeb 15, 2025
483 downloadsFeb 16, 2025
1,015 downloadsFeb 17, 2025
998 downloadsFeb 18, 2025
815 downloadsFeb 19, 2025
1,198 downloadsFeb 20, 2025
712 downloadsFeb 21, 2025
452 downloadsFeb 22, 2025
418 downloadsFeb 23, 2025
991 downloadsFeb 24, 2025
1,092 downloadsFeb 25, 2025
1,031 downloadsFeb 26, 2025
1,082 downloadsFeb 27, 2025
701 downloadsFeb 28, 2025
459 downloadsMar 1, 2025
443 downloadsMar 2, 2025
1,154 downloadsMar 3, 2025
1,143 downloadsMar 4, 2025
1,112 downloadsMar 5, 2025
821 downloadsMar 6, 2025
789 downloadsMar 7, 2025
410 downloadsMar 8, 2025
348 downloadsMar 9, 2025
799 downloadsMar 10, 2025
927 downloadsMar 11, 2025
965 downloadsMar 12, 2025
716 downloadsMar 13, 2025
615 downloadsMar 14, 2025
628 downloadsMar 15, 2025
348
1,198

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 256,550 times in the last 365 days. That's a whole lot of downloads. Somewhere, a librarian is trying to figure out why more bandwidth is needed. The day with the most downloads was Jan 30, 2025 with 1,565 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

  • Depends3 packages
  • Imports4 packages
  • Suggests10 packages
  • Linking To1 package
  • Reverse Depends2 packages
  • Reverse Imports26 packages
  • Reverse Suggests29 packages
  • Reverse Enhances1 package