IRNN: Innovation-driven Recurrent Neural Network for Time-Series Data Modeling and Prediction

Yifan Zhou, Yibo Wang, Chao Shang

Many real-world datasets are time series that are sequentially collected and contain rich temporal information. Thus, a common interest in practice is to capture dynamics of time s…