Reasoning with Probabilistic and Deterministic Graphical Models: Exact Algorithms

In this book we provide comprehensive coverage of the primary exact algorithms for reasoning with graphical models (e.g., Bayesian and constraint networks, influence diagrams, and Markov decision processes) which have become a central paradigm for knowledge representation and reasoning in both artificial intelligence and computer science in general. The target audience of this book is researchers and students in the AI and machine learning area. ISBN 9781627051972, 191 pages.