GinAR: An End-To-End Multivariate Time Series Forecasting Model Suitable for Variable Missing

Author:

Yu Chengqing1ORCID,Wang Fei2ORCID,Shao Zezhi1ORCID,Qian Tangwen3ORCID,Zhang Zhao3ORCID,Wei Wei4ORCID,Xu Yongjun3ORCID

Affiliation:

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

2. Institute of Computig Technology, Chinese Academy of Sciences & University of Chinese Academy of Sciences, Beijing, China

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

4. School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China

Funder

National Natural Science Foundation of China

Youth Innovation Promotion Association of the Chinese Academy of Sciences

Publisher

ACM

Reference84 articles.

1. Imputation of clinical covariates in time series

2. Selective Imputation for Multivariate Time Series Datasets With Missing Values

3. Defu Cao Yujing Wang Juanyong Duan Ce Zhang Xia Zhu Congrui Huang Yunhai Tong Bixiong Xu Jing Bai Jie Tong et al. 2020. Spectral temporal graph neural network for multivariate time-series forecasting. Advances in neural information processing systems Vol. 33 (2020) 17766--17778.

4. Wei Cao, Dong Wang, Jian Li, Hao Zhou, Lei Li, and Yitan Li. 2018. Brits: Bidirectional recurrent imputation for time series. Advances in neural information processing systems, Vol. 31 (2018).

5. Vitor Cerqueira, Nuno Moniz, and Carlos Soares. 2021. Vest: Automatic feature engineering for forecasting. Machine Learning (2021), 1--23.

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