Data-driven control of markov jump systems: Sample complexity and regret bounds

Z Du, Y Sattar, DA Tarzanagh, L Balzano… - 2022 American …, 2022 - ieeexplore.ieee.org
Learning how to effectively control unknown dynamical systems from data is crucial for
intelligent autonomous systems. This task becomes a significant challenge when the …

Consistency and rate of convergence of switched least squares system identification for autonomous Markov jump linear systems

B Sayedana, M Afshari, PE Caines… - 2022 IEEE 61st …, 2022 - ieeexplore.ieee.org
In this paper, we investigate the problem of system identification for autonomous Markov
jump linear systems (MJS) with complete state observations. We propose switched least …

[PDF][PDF] Consistency and rate of convergence of switched least squares system identification for autonomous switched linear systems

B Sayedana, M Afshari, PE Caines… - Proceedings of Machine …, 2022 - ece.mcgill.ca
In this paper, we investigate the problem of system identification for autonomous switched
linear systems with complete state observations. We propose switched least squares …