Bayesian network

A Probabilistic Graphical Model (PGM) that specifically uses a Directed acyclic graph (DAG) to show conditional (causal) dependencies and represent the joint probability function.

Formally is a pair

where is a DAG and is a set (or family) of probability distributions. These are paired with the edges of the graph.


References

@koski2011 - Chapter 2