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
l From root causes forward
l Leads to easier modeling and lower complexity