The European Workshop on Probabilistic Graphical Models (PGM) is a biennial workshop that brings together researchers interested in all aspects of graphical models for probabilistic reasoning, decision making, and learning. PGM'06 is the third edition of the workshop. For more information see the PGM'06 homepage.