Causally-Constrained Probabilistic Forecasting for Time-Series Anomaly Detection

Pooyan Khosravinia, João Gama, Bruno Veloso

Anomaly detection in multivariate time series is a central challenge in industrial monitoring, as failures frequently arise from complex temporal dynamics and cross-sensor interact…