Nonparametric Bayesian Learning of Switching Dynamical Systems Poster: W59
Emily Fox, Erik Sudderth, Michael Jordan, and Alan Willsky

Goals
· Unsupervised learning of an unknown set of dynamical modes · Flexible time series modeling via the hierarchical Dirichlet process (HDP)

Applications

Model
HMM mode: Dynamical state: Observations: