Designing Graphical Causal Bayesian Networks in Python/

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Solution: Using Two Logic Gates in One Bayesian Network

Solution: Using Two Logic Gates in One Bayesian Network

Understand how to use logical gates to reduce the complexity of a Bayesian network.

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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

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Common-effect graph with five parent nodes, two synthetic nodes and one child 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_source node.

  • Create an AND-type gate for the ...