Table of Contents

• Preface
• Motivation
• Statistical and Relational AI Representations
• Relational Probabilistic Representations
• Representational Issues
• Inference in Propositional Models
• Inference in Relational Probabilistic Models
• Learning Probabilistic and Logical Models
• Learning Probabilistic Relational Models
• Beyond Basic Probabilistic Inference and Learning
• Conclusions
• Bibliography
• Authors' Biographies
• Index

About the Author

Luc De Raedt, KU Leuven, Belgium. Kristian Kersting Technical University of Dortmund, Germany. Sriraam Natarajan, Indiana University, USA. David Poole, University of British Columbia, Canada.