Expectation-maximization
1. Reference
The most impressive explanation I have ever read: Michael I. Jordan, An Introduction to Probabilistic Graphical Models, Chapter 11.
See wikipedia as well as CS229 Andrew Ng's lecture notes, also very clear.
My notes on EM algorithm is attached.