Expected Similarity Estimation for Large-Scale Batch and Streaming Anomaly Detection

Markus Schneider, Wolfgang Ertel, Fabio Ramos

We present a novel algorithm for anomaly detection on very large datasets and data streams. The method, named EXPected Similarity Estimation (EXPoSE), is kernel-based and able to e…