Causality
Probability theory represents correlation
- Absolutely no notion of causality
- Smoking and cancer are correlated
Bayes nets use directed arcs to represent causality
- Write only (significant) direct causal effects
- Can lead to much smaller encoding than full JPD
- Many Bayes nets correspond to the same JPD
- Some may be simpler than others