Distance-Based Anomaly Detection Approaches

In this chapter we consider anomaly detection based on distance (similarity) measures. Our approach is to explore various possible scenarios in which an anomaly may arise. To keep things simple, in most of the chapter we illustrate basic concepts using one-dimensional observations. Distance based algorithms, proposed by researchers, are presented in Chap. 6.