Inference of Pair-Copula Bayesian Networks

Creates, fits and samples Pair-Copula Bayesian networks (PCBN) under some restrictions on the underlying Directed Acyclic Graph (DAG), that is, no active cycles nor interfering v-structures, following Derumigny, Horsman and Kurowicka (2025) .


Package PCBN

How to install

The release version on CRAN:

install.packages("PCBN")

The development version from GitHub:

# install.packages("remotes")
remotes::install_github("AlexisDerumigny/PCBN")

References

Derumigny A., Horsman N., & Kurowicka D. Restrictions of PCBNs for integration-free computations arXiv:2510.03518.

Reference manual

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install.packages("PCBN")

0.1.1 by Alexis Derumigny, a year ago


https://github.com/AlexisDerumigny/PCBN


Report a bug at https://github.com/AlexisDerumigny/PCBN/issues


Browse source code at https://github.com/cran/PCBN


Authors: Alexis Derumigny [aut, cre] (ORCID: , Niels Horsman [aut] , Dorota Kurowicka [aut]


Documentation:   PDF Manual  


GPL (>= 2) license


Imports bnlearn, igraph, r2r, VineCopula

Suggests knitr, rmarkdown, testthat, data.tree, Rgraphviz


See at CRAN