Anomaly detection has been studied intensively by the data mining community for several years. As a result, many methods to detect anomalies have emerged, and others are still under development. But during recent years, anomaly detection, just like lot of machine learning tasks, is facing wall. This wall, erected lack trust final users, slowed down usage these algorithms in real-world situation...