This book constitutes the refereed proceedings of the 7th International Workshop on
Probabilistic Graphical Models PGM 2014 held in Utrecht The Netherlands in September 2014.
The 38 revised full papers presented in this book were carefully reviewed and selected from 44
submissions. The papers cover all aspects of graphical models for probabilistic reasoning
decision making and learning.