We've been looking at Dirichlet Process Clustering recently as a great data-driven approach for learning patterns in data. This discussion is about as lucid of a discussion on the topic as I've seen.
(Note, following this link might require that you become a registered user at quora.com - which is an awesome site that you should follow anyways...)
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