1 citations · 1 across the 2 of their papers we have counts for
4 papers
Supervised Robust Profile Clustering
Briana Stephenson, Amy Herring, Andrew Olshan
In many studies, dimension reduction methods are used to profile participant characteristics. For example, nutrition epidemiologists often use latent class models to characterize d…
A generalized Bayes framework for probabilistic clustering
Tommaso Rigon, Amy H. Herring, David B. Dunson
Loss-based clustering methods, such as k-means and its variants, are standard tools for finding groups in data. However, the lack of quantification of uncertainty in the estimated…
Nonparametric Bayes models for mixed-scale longitudinal surveys
Tsuyoshi Kunihama, Carolyn T. Halpern, Amy H. Herring
Modeling and computation for multivariate longitudinal surveys have proven challenging, particularly when data are not all continuous and Gaussian but contain discrete measurements…
Bayesian Local Extrema Splines
Matthew W. Wheeler, David B. Dunson, Amy H. Herring
We consider the problem of shape restricted nonparametric regression on a closed set X ?\in R; where it is reasonable to assume the function has no more than H local extrema interi…