Browsing by Subject "Nonparametric Bayes"
Now showing items 1-2 of 2
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Latent Stick-Breaking Processes.
(J Am Stat Assoc, 2010-04-01)We develop a model for stochastic processes with random marginal distributions. Our model relies on a stick-breaking construction for the marginal distribution of the process, and introduces dependence across locations by ... -
Nonparametric Bayesian Methods for Multiple Imputation of Large Scale Incomplete Categorical Data in Panel Studies
(2012)The thesis develops nonparametric Bayesian models to handle incomplete categorical variables in data sets with high dimension using the framework of multiple imputation. It presents methods for ignorable missing data in ...