Dish-TS: A General Paradigm for Alleviating Distribution Shift in Time Series Forecasting

1 code implementation • 22 Feb 2023 • Wei Fan, Pengyang Wang, Dongkun Wang, Dongjie Wang, Yuanchun Zhou, Yanjie Fu

The distribution shift in Time Series Forecasting (TSF), indicating series distribution changes over time, largely hinders the performance of TSF models.

Time Series Time Series Forecasting

Boosting Urban Traffic Speed Prediction via Integrating Implicit Spatial Correlations

no code implementations • 25 Dec 2022 • Dongkun Wang, Wei Fan, Pengyang Wang, Pengfei Wang, Dongjie Wang, Denghui Zhang, Yanjie Fu

To tackle the challenge, we propose a generic model for enabling the current traffic speed prediction methods to preserve implicit spatial correlations.