bnlearn

Bayesian Network Structure Learning, Parameter Learning and Inference

CRAN Package

Bayesian network structure learning, parameter learning and inference. This package implements constraint-based (PC, GS, IAMB, Inter-IAMB, Fast-IAMB, MMPC, Hiton-PC, HPC), pairwise (ARACNE and Chow-Liu), score-based (Hill-Climbing and Tabu Search) and hybrid (MMHC, RSMAX2, H2PC) structure learning algorithms for discrete, Gaussian and conditional Gaussian networks, along with many score functions and conditional independence tests. The Naive Bayes and the Tree-Augmented Naive Bayes (TAN) classifiers are also implemented. Some utility functions (model comparison and manipulation, random data generation, arc orientation testing, simple and advanced plots) are included, as well as support for parameter estimation (maximum likelihood and Bayesian) and inference, conditional probability queries, cross-validation, bootstrap and model averaging. Development snapshots with the latest bugfixes are available from https://www.bnlearn.com/.


Documentation


Team


Insights

Last 30 days

This package has been downloaded 20,606 times in the last 30 days. That's enough downloads to make it mildly famous in niche technical communities. A badge of honor! The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 788 times.

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Mon
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Sat
0 downloadsMar 2, 2025
0 downloadsMar 3, 2025
634 downloadsMar 4, 2025
873 downloadsMar 5, 2025
749 downloadsMar 6, 2025
626 downloadsMar 7, 2025
524 downloadsMar 8, 2025
517 downloadsMar 9, 2025
562 downloadsMar 10, 2025
491 downloadsMar 11, 2025
695 downloadsMar 12, 2025
533 downloadsMar 13, 2025
600 downloadsMar 14, 2025
751 downloadsMar 15, 2025
592 downloadsMar 16, 2025
819 downloadsMar 17, 2025
703 downloadsMar 18, 2025
812 downloadsMar 19, 2025
758 downloadsMar 20, 2025
826 downloadsMar 21, 2025
654 downloadsMar 22, 2025
646 downloadsMar 23, 2025
737 downloadsMar 24, 2025
761 downloadsMar 25, 2025
725 downloadsMar 26, 2025
716 downloadsMar 27, 2025
774 downloadsMar 28, 2025
590 downloadsMar 29, 2025
548 downloadsMar 30, 2025
699 downloadsMar 31, 2025
903 downloadsApr 1, 2025
788 downloadsApr 2, 2025
0 downloadsApr 3, 2025
0 downloadsApr 4, 2025
0 downloadsApr 5, 2025
491
903

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 239,681 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 Jun 13, 2024 with 1,361 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

  • Suggests6 packages
  • Reverse Depends3 packages
  • Reverse Imports21 packages
  • Reverse Suggests7 packages