Anomaly detection in time-series via inductive biases in the latent space of conditional normalizing flows

David Baumgartner, Eliezer de Souza da Silva, Iñigo Urteaga

Deep generative models for anomaly detection in multivariate time-series are typically trained by maximizing observed data likelihood. However, likelihood in observation space meas…