Using Unsupervised Methods for Anomaly Detection

Anomaly detection by design is a ranking problem, wherein it's an unsupervised task. Most of the problems fall into unsupervised learning are in domain where you don't have a priori knowledge of class labels. But there could be certain domains where you may have like supervise anomaly direction.