Signature-Kernel One-Class Learning with Manifold Regularisation for Multivariate Time Series Anomaly Detection

Shervin Rahimzadeh Arashloo

One-class learning is an effective methodology for time series anomaly detection, yet kernel one-class approaches often compare sequences in a pointwise fashion and ignore the geom…