Bayesian clustering (Autoclass)

• (hypothetical) class variable never observed

• if we know that there are k classes, just run EM

• learned classes = clusters

• Bayesian analysis allows us to choose k, trade off fit to data with model complexity

naïve Bayes model:

Class

E1

E2

En

…...

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