Unsupervised Distance Metric Learning for Anomaly Detection Over Multivariate Time Series

Hanyang Yuan, Qinglin Cai, Keting Yin

Distance-based time series anomaly detection methods are prevalent due to their relative non-parametric nature and interpretability. However, the commonly used Euclidean distance i…