no code implementations • 4 Jun 2021 • Xiuqin Xu, Hanqiu Peng, Ying Chen
Modern time series data often display complex nonlinear dependencies along with irregular regime-switching behaviors.
1 code implementation • 25 Feb 2021 • Xiuqin Xu, Ying Chen
We propose a deep stochastic volatility model (DSVM) based on the framework of deep latent variable models.
no code implementations • 19 Jan 2021 • Dacheng Chen, Dan Li, Xiuqin Xu, Ruizhi Yang, See-Kiong Ng
We trained our model using the publicly available dataset from 2017 PhysioNet Computing in Cardiology(CinC) Challenge containing 8528 single-lead ECG recordings of short-term heart rhythms (9-61s).
1 code implementation • 3 Sep 2020 • Xiuqin Xu, Ying Chen, Yannig Goude, Qiwei Yao
When applying to one day ahead forecasting for the French daily electricity load curves, PPC outperform several state-of-the-art predictive methods in terms of forecasting accuracy, coverage rate and average length of the predictive bands.
Methodology Applications