Approaches to Learning Structure
Constraint based
- Perform tests of conditional independence
- Search for a network that is consistent with the observed dependencies and independencies
Score based
- Define a score that evaluates how well the (in)dependencies in a structure match the observations
- Search for a structure that maximizes the score