USAD: UnSupervised Anomaly Detection on Multivariate Time Series. - Julien Audibert; Pietro Michiardi; Frédéric Guyard; Sébastien Marti; Maria A. Zuluaga (KDD, 2020)

From Univariate to Multivariate Time Series Anomaly Detection with Non-Local Information. - Julien Audibert; Sébastien Marti; Frédéric Guyard; Maria A. Zuluaga (AALTD@ECML/PKDD, 2021)

Unsupervised anomaly detection in time-series. (Détection non supervisée des anomalies dans les séries temporelles). - Julien Audibert (2021)

Do deep neural networks contribute to multivariate time series anomaly detection? - Julien Audibert; Pietro Michiardi; Frédéric Guyard; Sébastien Marti; Maria A. Zuluaga (Pattern Recognit., 2022)