Signals Systems and Inference - Alan V. Oppenheim

This book requires a strong foundation in signals and systems (see Oppenheim's classic Signals and Systems text, which is used in MIT's 6.003 course) as well as probability (see Bertsekas and Tsitsiklis's text, Introduction to Probability, used for MIT's 6.041 course).