Bayesian Methods

Arsham - Bayesian Statistical Inference: An Introduction

Free textbook on Bayesian Filtering and Smoothing:

http://becs.aalto.fi/~ssarkka/pub/cup_book_online_20131111.pdf

Here is the authors page:

http://www.lce.hut.fi/%7Essarkka/