GACAN: Graph Attention-Convolution-Attention Networks for Traffic Forecasting Based on Multi-granularity Time Series

no code implementations • 27 Oct 2021 • Sikai Zhang, Hong Zheng, Hongyi Su, Bo Yan, Jiamou Liu, Song Yang

The main novelty of the model is the integration of time series of four different time granularities: the original time series, together with hourly, daily, and weekly time series.

Graph Attention Time Series +1

From the Periphery to the Center: Information Brokerage in an Evolving Network

no code implementations • 2 May 2018 • Bo Yan, Yiping Liu, Jiamou Liu, Yijin Cai, Hongyi Su, Hong Zheng

We model integration as the interplay between the newcomer and the dynamics network and capture information brokerage using a process of relationship building.