Bayesian Artificial Intelligence

... useful insights on Bayesian reasoning. ... There are extensive examples of applications and case studies. ... The exposition is clear, with many comments that help set the context for the material that is covered. The reader gets a strong sense that Bayesian networks are a work in progress.
-John H. Maindonald, International Statistical Review (2011), 79

Praise for the First Edition:
... this excellent book would also serve well for final year undergraduate courses in mathematics or statistics and is a solid first reference text for researchers wanting to implement Bayesian belief network (BBN) solutions for practical problems. ... beautifully presented, nicely written, and made accessible. Mathematical ideas, some quite deep, are presented within the flow but do not get in the way. This has the advantage that students can see and interpret the mathematics in the practical context, whereas practitioners can acquire, to personal taste, the mathematical seasoning. If you are interested in applying BBN methods to real-life problems, this book is a good place to start...
-Journal of the Royal Statistical Society, Series A, Vol. 157(3)