pcalg

Methods for Graphical Models and Causal Inference

CRAN Package

Functions for causal structure learning and causal inference using graphical models. The main algorithms for causal structure learning are PC (for observational data without hidden variables), FCI and RFCI (for observational data with hidden variables), and GIES (for a mix of data from observational studies (i.e. observational data) and data from experiments involving interventions (i.e. interventional data) without hidden variables). For causal inference the IDA algorithm, the Generalized Backdoor Criterion (GBC), the Generalized Adjustment Criterion (GAC) and some related functions are implemented. Functions for incorporating background knowledge are provided.


Documentation


Team


Insights

Last 30 days

This package has been downloaded 1,880 times in the last 30 days. Consider this 'mid-tier influencer' status—if it were a TikTok, it would get a nod from nieces and nephews. The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 23 times.

Sun
Mon
Tue
Wed
Thu
Fri
Sat
0 downloadsMar 2, 2025
0 downloadsMar 3, 2025
79 downloadsMar 4, 2025
150 downloadsMar 5, 2025
99 downloadsMar 6, 2025
41 downloadsMar 7, 2025
51 downloadsMar 8, 2025
14 downloadsMar 9, 2025
38 downloadsMar 10, 2025
61 downloadsMar 11, 2025
88 downloadsMar 12, 2025
72 downloadsMar 13, 2025
33 downloadsMar 14, 2025
125 downloadsMar 15, 2025
35 downloadsMar 16, 2025
50 downloadsMar 17, 2025
61 downloadsMar 18, 2025
49 downloadsMar 19, 2025
94 downloadsMar 20, 2025
39 downloadsMar 21, 2025
32 downloadsMar 22, 2025
42 downloadsMar 23, 2025
68 downloadsMar 24, 2025
48 downloadsMar 25, 2025
78 downloadsMar 26, 2025
52 downloadsMar 27, 2025
133 downloadsMar 28, 2025
63 downloadsMar 29, 2025
43 downloadsMar 30, 2025
74 downloadsMar 31, 2025
45 downloadsApr 1, 2025
23 downloadsApr 2, 2025
0 downloadsApr 3, 2025
0 downloadsApr 4, 2025
0 downloadsApr 5, 2025
14
150

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 69,328 times in the last 365 days. The kind of number that gets mentioned in a keynote speech. Well done! The day with the most downloads was Dec 10, 2024 with 2,059 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

  • Imports11 packages
  • Suggests6 packages
  • Linking To3 packages
  • Reverse Depends3 packages
  • Reverse Imports10 packages
  • Reverse Suggests5 packages