GitHub

Spectral Temporal Graph Neural Network for Multivariate Time-series Forecasting

We can get the raw data through the links above. We evaluate the performance of traffic flow forecasting on PEMS03, PEMS07, PEMS08 and traffic speed forecasting on PEMS04, PEMS-BAY and METR-LA. So we ...
IEEE

MDG: A Multi-Task Dynamic Graph Generation Framework for Multivariate Time Series Forecasting

Abstract: For accurate forecasting of multivariate time series, it is essential to consider the relationship between temporal and spatial dimensions. Graph neural networks (GNNs) have gained ...
IEEE

Time-Decay Dynamic Graph Neural Network for Multivariate Time Series Forecasting

Abstract: Multivariate Time Series (MTS) forecasting is to accurately predict future trends through in-depth analysis of historical time series data, and to provide valuable reference to support for ...