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cs.LG2025
A finite-sample bound for identifying partially observed linear switched systems from a single trajectory
Daniel Racz, Mihaly Petreczky, Balint Daroczy
We derive a finite-sample probabilistic bound on the parameter estimation error of a system identification algorithm for Linear Switched Systems. The algorithm estimates Markov par…
cs.LG2024
A finite-sample generalization bound for stable LPV systems
Daniel Racz, Martin Gonzalez, Mihaly Petreczky +2
One of the main theoretical challenges in learning dynamical systems from data is providing upper bounds on the generalization error, that is, the difference between the expected p…