Browsing by Author "Cron, Andrew"
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Mixture Modeling, Sparse Covariance Estimation and Parallel Computing in Bayesian Analysis
Cron, Andrew (2012)Mixture modeling of continuous data is an extremely effective and popular method for density estimation and clustering. However as the size of the data grows, both in terms of dimension and number of observations, many modeling ... -
Understanding GPU Programming for Statistical Computation: Studies in Massively Parallel Massive Mixtures.
Suchard, Marc A; Wang, Quanli; Chan, Cliburn; Frelinger, Jacob; Cron, Andrew; West, Mike (J Comput Graph Stat, 2010-06-01)This article describes advances in statistical computation for large-scale data analysis in structured Bayesian mixture models via graphics processing unit (GPU) programming. The developments are partly motivated by computational ...