Causal structure learning for high-dimensional non-stationary time series

Author:

Chen Siya,Wu HaoTian,Jin Guang

Publisher

Elsevier BV

Reference55 articles.

1. Detection and analysis of real-time anomalies in large-scale complex system;Chen;Measurement: J. Int. Meas. Confed.,2021

2. Parallel deep prediction with covariance intersection fusion on non-stationary time series;Shi;Knowl.-Based Syst.,2021

3. D’ya like DAGs? A survey on structure learning and causal discovery;J.;ACM Comput. Surv.,2022

4. X. Zheng, B. Aragam, P. Ravikumar, E. Xing, DAGs with NO TEARS: Continuous optimization for structure learning, in: Conference on Neural Information Processing Systems, 2018.

5. Y. Yu, J. Chen, T. Gao, M. Yu, DAG-GNN: DAG Structure Learning with Graph Neural Networks, in: International Conference on Machine Learning, 2019.

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