This pages gives you Group Anomaly Detection algorithms, including:
Liang Xiong, Barnabas Poczos, Jeff Schneider, Hierarchical Probabilistic Models for Group Anomaly Detection, AI and Statistics 2011 (AISTATS 11).
Liang Xiong, 2011-4-20