Browsing by Author "Dunson, DB"
Now showing items 1-5 of 5
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Bayesian generalized product partition model
(Statistica Sinica, 2010-07-01)Starting with a carefully formulated Dirichlet process (DP) mixture model, we derive a generalized product partition model (GPPM) in which the partition process is predictor-dependent. The GPPM generalizes DP clustering ... -
Beta-negative binomial process and poisson factor analysis
(Journal of Machine Learning Research, 2012-01-01)© Copyright 2012 by the authors. A beta-negative binomial (BNB) process is proposed, leading to a beta-gamma-Poisson process, which may be viewed as a "multiscoop" generalization of the beta-Bernoulli process. The BNB process ... -
Male mice song syntax depends on social contexts and influences female preferences.
(Front Behav Neurosci, 2015)In 2005, Holy and Guo advanced the idea that male mice produce ultrasonic vocalizations (USV) with some features similar to courtship songs of songbirds. Since then, studies showed that male mice emit USV songs in different ... -
Multiscale dictionary learning for estimating conditional distributions
(Advances in Neural Information Processing Systems, 2013-01-01)Nonparametric estimation of the conditional distribution of a response given highdimensional features is a challenging problem. It is important to allow not only the mean but also the variance and shape of the response density ... -
Nonparametric Bayes Modeling of Populations of Networks
(Journal of the American Statistical Association, 2017-06-27)© 2017 American Statistical Association Replicated network data are increasingly available in many research fields. For example, in connectomic applications, interconnections among brain regions are collected for each patient ...
