Novelty Detection in Time Series via Weak Innovations Representation: A Deep Learning Approach

Xinyi Wang, Mei-jen Lee, Qing Zhao +1

We consider novelty detection in time series with unknown and nonparametric probability structures. A deep learning approach is proposed to causally extract an innovations sequence…