In this paper, we provide a comprehensive and systematic re-
view of the research works done in the area of mining social networks for anomalies. Even though
the emphasis of this paper is to review the anomaly detection techniques proposed in the last ten
years, we have also described few of the earlier works that are formative to this area. The main
contributions of this paper can be
summarized as follows: