Adil Rasheed

Autoregressive Density Estimation Transformers for Multivariate Time Series Anomaly Detection

Anomaly detection in multivariate time series (MTS) from sensor data is critical in many industrial applications. The challenge lies in managing massive unlabeled datasets with complex spatio-temporal correlations, diverse anomalies, and noise. While several unsupervised methods have been proposed,…