MultiSPANS: A Multi-range Spatial-Temporal Transformer Network for Traffic Forecast via Structural Entropy Optimization

Author:

Zou Dongcheng1ORCID,Wang Senzhang2ORCID,Li Xuefeng1ORCID,Peng Hao1ORCID,Wang Yuandong3ORCID,Liu Chunyang4ORCID,Sheng Kehua4ORCID,Zhang Bo4ORCID

Affiliation:

1. Beihang University, Beijing, China

2. Central South University, Changsha, Hunan, China

3. Tsinghua University, Beijing, China

4. Didi Chuxing Technology Co., Ltd., Beijing, China

Funder

National Natural Science Foundation of China

China Postdoctoral Science Foundation

Fundamental Research Funds for the Central Universities

National Key R&D Program of China

Beijing Natural Science Foundation

S&T Program of Hebei

CCF-DiDi GAIA Collaborative Research Funds for Young Scholars

Publisher

ACM

Reference64 articles.

1. Sami Abu-El-Haija, Bryan Perozzi, Amol Kapoor, Nazanin Alipourfard, Kristina Lerman, Hrayr Harutyunyan, Greg Ver Steeg, and Aram Galstyan. 2019. Mixhop: Higher-order graph convolutional architectures via sparsified neighborhood mixing. In international conference on machine learning. PMLR, 21--29.

2. Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting;Bai Lei;Advances in Neural Information Processing Systems,2020

3. Ming Chen, Zhewei Wei, Zengfeng Huang, Bolin Ding, and Yaliang Li. 2020b. Simple and deep graph convolutional networks. In International conference on machine learning. PMLR, 1725--1735.

4. Multi-Range Attentive Bicomponent Graph Convolutional Network for Traffic Forecasting

5. Traffic Graph Convolutional Recurrent Neural Network: A Deep Learning Framework for Network-Scale Traffic Learning and Forecasting

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