W. E. Stephenson

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We examine two popular statistical models, the hidden Markov model and mixed membership stochastic blockmodel. Using the hierarchical Dirichlet process, we define nonparametric variants of these models. We develop a memoized online variational inference algorithm that uses a new objective function to properly penalize the addition of unneeded states in(More)
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