Anomaly Pattern Detection for Biosurveillance

We propose a new method for detecting patterns of disease cases that correspond to emerging outbreaks. Our Anomaly Pattern Detector (APD) first uses a "local anomaly detector" to identify individually anomalous records and then searches over subsets of the data to detect self-similar patterns of anomalies.