asia

Local computation with probabilities on graphical structures and their application to expert systems.

A collection of Bayesian networks (discrete, Gaussian, and conditional linear Gaussian) collated from recent academic literature. The 'bnRep_summary' object provides an overview of the Bayesian networks in the repository and the package documentation includes details about the variables in each network. A Shiny app to explore the repository can be launched with 'bnRep_app()' and is available online at <https://manueleleonelli.shinyapps.io/bnRep>. Reference: 'M. Leonelli' (2025) <doi:10.1016/j.neucom.2025.129502>.

Manuele Leonelli

bnRep

A Repository of Bayesian Networks from the Academic Literature

asia function

A synthetic discrete Bayesian network to model the relationships between lung diseases and visits to Asia. Probabilities were given within the referenced paper. The vertices are:<dl>
<dt>Bronchitis</dt>
<dd>(True, False);</dd><dt>Dyspnea</dt>
<dd>(True, False);</dd><dt>Lung_Cancer</dt>
<dd>(True, False);</dd><dt>Smoker</dt>
<dd>(True, False);</dd><dt>Tubercolosis</dt>
<dd>(True, False);</dd><dt>TubercolosisOrCancer</dt>
<dd>(True, False);</dd><dt>Visit_To_Asia</dt>
<dd>(True, False);</dd><dt>XRay_Result</dt>
<dd>(True, False);</dd>
</dl>

asia: asia Bayesian Network

Description

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References