Bayesian Nonparametric Inference of Switching Dynamic Linear Models

Many complex dynamical phenomena can be effectively modeled by a system that switches among a set of conditionally linear dynamical modes. We consider two such models: the switching linear dynamical system (SLDS) and the switching vector autoregressive (VAR) process. Our Bayesian nonparametric appro...

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Bibliographic Details
Main Authors: Fox, Emily Beth (Author), Sudderth, Erik B. (Author), Jordan, Michael I. (Author), Willsky, Alan S. (Contributor)
Other Authors: Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science (Contributor)
Format: Article
Language:English
Published: Institute of Electrical and Electronics Engineers (IEEE), 2013-09-19T18:54:28Z.
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