This book constitutes the thoroughly refereed post-conference proceedings of the International Workshop on Multimodal Communication in Political Speech: Shaping Minds and Social Actions, held in Rome, Italy, during November 10-12, 2010. The 16 regular papers were carefully reviewed and selected from 33 submissions and presented with three key-notes. The purpose of the Political Speech workshops is to provide a forum for discussing research areas of persuasive agents and social signal processing. This book covers topics on multimodal aspects of political communication, including persuasion, fallacies, racist discourse, as well as music, autobiographic memories, metonymies, dominant postures, rhetorical strategies, interruptions, intonation, and voice appeal.