CRE

Interpretable Discovery and Inference of Heterogeneous Treatment Effects

CRAN Package

Provides a new method for interpretable heterogeneous treatment effects characterization in terms of decision rules via an extensive exploration of heterogeneity patterns by an ensemble-of-trees approach, enforcing high stability in the discovery. It relies on a two-stage pseudo-outcome regression, and it is supported by theoretical convergence guarantees. Bargagli-Stoffi, F. J., Cadei, R., Lee, K., & Dominici, F. (2023) Causal rule ensemble: Interpretable Discovery and Inference of Heterogeneous Treatment Effects. arXiv preprint doi:10.48550/arXiv.2009.09036.


Documentation


Team


Insights

Last 30 days

This package has been downloaded 323 times in the last 30 days. Enough downloads to make a small wave in the niche community. The curiosity is spreading! The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 8 times.

Sun
Mon
Tue
Wed
Thu
Fri
Sat
0 downloadsMar 2, 2025
0 downloadsMar 3, 2025
11 downloadsMar 4, 2025
32 downloadsMar 5, 2025
7 downloadsMar 6, 2025
8 downloadsMar 7, 2025
4 downloadsMar 8, 2025
9 downloadsMar 9, 2025
9 downloadsMar 10, 2025
15 downloadsMar 11, 2025
10 downloadsMar 12, 2025
5 downloadsMar 13, 2025
7 downloadsMar 14, 2025
27 downloadsMar 15, 2025
4 downloadsMar 16, 2025
8 downloadsMar 17, 2025
6 downloadsMar 18, 2025
9 downloadsMar 19, 2025
19 downloadsMar 20, 2025
11 downloadsMar 21, 2025
9 downloadsMar 22, 2025
18 downloadsMar 23, 2025
9 downloadsMar 24, 2025
4 downloadsMar 25, 2025
13 downloadsMar 26, 2025
8 downloadsMar 27, 2025
24 downloadsMar 28, 2025
3 downloadsMar 29, 2025
13 downloadsMar 30, 2025
3 downloadsMar 31, 2025
10 downloadsApr 1, 2025
8 downloadsApr 2, 2025
0 downloadsApr 3, 2025
0 downloadsApr 4, 2025
0 downloadsApr 5, 2025
3
32

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 6,922 times in the last 365 days. Impressive! The kind of number that makes colleagues ask, 'How did you do it?' The day with the most downloads was Sep 11, 2024 with 77 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

  • Imports16 packages
  • Suggests7 packages