Probabilistic expert systems are graphical networks that support the modelling of uncertainty and decisions in large complex domains, while retaining ease of calculation. Building on research by the authors over a number of years, this book gives a mathematical treatment of the underlying ideas, structures, and algorithms, emphasizing those cases.