bnRep_summary: BnRep Summary

In bnRep: A Repository of Bayesian Networks from the Academic Literature

BnRep Summary

Description

Summary of the Bayesian networks in bnRep reporting various graph, definition and application details.

Usage

bnRep_summary

Format

A data frame with a row for each BN in bnRep and the following columns:

Name

Name of the R object storing the BN;

Type

Type of Bayesian network (Discrete, Gaussian, Hybrid);

Structure

How the graph of the BN was defined (Data, Expert, Fixed, Knowledge, Mixed, Synthetic);

Probabilities

How the probabilities of the BN were defined (Data, Expert, Knowledge, Mixed, Synthetic);

Graph

Type of graph of the BN (Generic, K-Dep, Naive Bayes, Reverse Naive Bayes, Reverse Tree, TAN, Tree);

Area

Subject area of the Bayesian network using the SJR classification (Agricultural Sciences, Business, Chemical Engineering, etc.);

Nodes

Number of nodes in the BN;

Arcs

Number of arcs in the BN;

Parameters

Number of free parameters in the BN;

Avg. Parents

Average number of parents;

Max Parents

Maximum number of parents;

Avg. Levels

Average number of discrete variables' levels;

Max Levels

Max number of discrete variables' levels;

Average Markov Blanket

Average size of a node's Markov blanket;

Year

Year of the publication where the BN appeared;

Journal

Journal where the BN appeared;

Reference

Reference of the paper where the BN appeared.

Examples

summary(bnRep_summary)

bnRep documentation built on April 12, 2025, 1:13 a.m.