Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting

Author:

Shao Zezhi1,Zhang Zhao2,Wang Fei2,Xu Yongjun2

Affiliation:

1. Institute of Computing Technology, Chinese Academy of Sciences & University of the Chinese Academy of Sciences, Beijing, China

2. Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China

Funder

China Postdoctoral Science Foundation

National Science Foundation of China

Publisher

ACM

Reference41 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 ICML. 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 ICML.

2. Lei Bai Lina Yao Can Li Xianzhi Wang and Can Wang. 2020. Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting. In NeurIPS. Lei Bai Lina Yao Can Li Xianzhi Wang and Can Wang. 2020. Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting. In NeurIPS.

3. Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan Prafulla Dhariwal Arvind Neelakantan Pranav Shyam Girish Sastry Amanda Askell etal 2020. Language Models are Few-Shot Learners. In NeurIPS. Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan Prafulla Dhariwal Arvind Neelakantan Pranav Shyam Girish Sastry Amanda Askell et al. 2020. Language Models are Few-Shot Learners. In NeurIPS.

4. Defu Cao Yujing Wang Juanyong Duan Ce Zhang Xia Zhu Congrui Huang Yunhai Tong Bixiong Xu Jing Bai Jie Tong and Qi Zhang. 2020. Spectral Temporal Graph Neural Network for Multivariate Time-series Forecasting. In NeurIPS. Defu Cao Yujing Wang Juanyong Duan Ce Zhang Xia Zhu Congrui Huang Yunhai Tong Bixiong Xu Jing Bai Jie Tong and Qi Zhang. 2020. Spectral Temporal Graph Neural Network for Multivariate Time-series Forecasting. In NeurIPS.

5. Chao Chen , Karl Petty , Alexander Skabardonis , Pravin Varaiya , and Zhanfeng Jia . 2001. Freeway performance measurement system: mining loop detector data. Transportation Research Record ( 2001 ). Chao Chen, Karl Petty, Alexander Skabardonis, Pravin Varaiya, and Zhanfeng Jia. 2001. Freeway performance measurement system: mining loop detector data. Transportation Research Record (2001).

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