Focusing on probabilistic methods for network analysis, the post-proceedings of the International Workshop on Statistical Network Analysis, Pittsburgh, 2006 (part of the 23th International Conference on Machine Learning 2006) the 12 papers & 4 lectures pay special attention to model design & computational issues of learning & inference.