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cs.LG2025
IRNN: Innovation-driven Recurrent Neural Network for Time-Series Data Modeling and Prediction
Yifan Zhou, Yibo Wang, Chao Shang
Many real-world datasets are time series that are sequentially collected and contain rich temporal information. Thus, a common interest in practice is to capture dynamics of time s…
math.OC2025
On Min-Max Robust Data-Driven Predictive Control Considering Non-Unique Solutions to Behavioral Representation
Yibo Wang, Qingyuan Liu, Chao Shang
Direct data-driven control methods are known to be vulnerable to uncertainty in stochastic systems. In this paper, we propose a new robust data-driven predictive control (DDPC) fra…