14 Apr 2005
CS 3243 - Revision
37
Bayesian networks
¡One
way to model dependencies
¡Variable’s
probability only depends on its parents
¡Use product
rule and conditional dependence to
calculate joint probabilities
¡Easiest
to structure causally
lFrom
root causes forward
lLeads
to easier modeling and lower complexity