The 34 full papers presented in this volume were carefully reviewed and selected from 48 submissions. The papers are organized in the following topical sections: Bayesian Networks; Learning and Probability; Game Theory and Social Choice; Conditionals, Inference, Change; Argumentation; Logic and Inconsistency.