Yu-Long Ding

Explicit Temporal and Spatial Modeling for Multivariate Time Series Anomaly Detection: A Survey

Multivariate time series anomaly detection (MTSAD) plays a critical role in monitoring complex systems, where anomalies often arise from both abnormal temporal dynamics and irregular inter-variable interactions. Despite extensive research, existing methods vary widely in how temporal and spatial dependencies are modele...