Nonparametric System identification of Stochastic Switched Linear Systems

We address the problem of learning the parameters of a mean square stable switched linear systems(SLS) with unknown latent space dimension, or order, from its noisy input-output data. In particular, we focus on learning a good lower order approximation of the underlying model allowed by finite data....

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Bibliographic Details
Main Authors: Sarkar, Tuhin (Author), Rakhlin, Alexander (Author), Dahleh, Munther A (Author)
Other Authors: Massachusetts Institute of Technology. Department of Brain and Cognitive Sciences (Contributor)
Format: Article
Language:English
Published: Institute of Electrical and Electronics Engineers (IEEE), 2021-02-23T16:54:14Z.
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