Advantages of the Generative Model Approach
Output: Rank over the outcomes---likelihood of present vs. absent
Explanation: What is the profile of a “typical” person with a heart disease
Missing values: both in training and testing
Value of information: If the person has high cholesterol and blood sugar, which other test should be conducted?
Validation: confidence measures over the model and its parameters
Background knowledge: priors and structure