Computational modelling of probability has become a major part of automated decision support systems. In this book, the principal ideas of probabilistic reasoning - known as Bayesian networks - are outlined and their practical implications illustrated. The book is intended for MSc students in knowledge-based systems, artificial intelligence and statistics, and for professionals in decision support systems applications and research.