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Causal discovery in symmetric dynamic systems with convergent cross mapping
Yiting Duan, Yi Guo, Jack Yang, Ming Yin
Data-driven discovery of state-changes in underlying system from hidden change-points in partial differential equations with spatiotemporal varying coefficients
Guangtao Zhang, Yiting Duan, Guanyu Pan, Qijing Chen, Huiyu Yang, Zhikun Zhang
Machine learning for complex systems with abnormal pattern by exception maximization outlier detection
Zhikun Zhang, Yiting Duan, Xiangjun Wang, Mingyuan Zhang