PolyTree

Estimate Causal Polytree from Data

CRAN Package

Given a data matrix with rows representing data vectors and columns representing variables, produces a directed polytree for the underlying causal structure. Based on the algorithm developed in Chatterjee and Vidyasagar (2022) doi:10.48550/arXiv.2209.07028. The method is fully nonparametric, making no use of linearity assumptions, and especially useful when the number of variables is large.


Team


Insights

Last 30 days

This package has been downloaded 130 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 1 times.

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

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 1,810 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 Mar 28, 2024 with 49 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

  • Imports2 packages