Solution: Using Two Logic Gates in One Bayesian Network
Explore how to implement two logical gates, AND and OR, within a single Bayesian network. Learn to generate synthetic input nodes with probabilistic boolean arrays and apply logical operations to model complex dependencies in Python-based Bayesian models.
Overview
In the solution of the previous exercise, we create a full Bayesian network using both the AND synthetic node and the OR synthetic node
Common-effect graph with five parent nodes, two synthetic nodes and one child node
In this solution, we do the following:
Create an OR-type gate for the
natural_sourcenode.Create an AND-type gate for the ...