Reasoning under uncertainty isn't the sole focus of the book, but Russell & Norvig's AI textbook has a couple of chapters on the topic that are pretty good, wit

Reasoning under uncertainty isn't the sole focus of the book, but Russell & Norvig's AI textbook has a couple of chapters on the topic that are pretty good, with the right amount of detail for the uninitiated.