David B. Dunson - researchr alias

researchr

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2011

2010

Compressive Sensing on Manifolds Using a Nonparametric Mixture of Factor Analyzers: Algorithm and Performance BoundsMinhua Chen, Jorge Silva, John William Paisley, Chunping Wang, David B. Dunson, Lawrence Carin. tsp, 58(12):6140-6155, 2010. [doi]

Bayesian Inference of the Number of Factors in Gene-Expression Analysis: Application to Human Virus Challenge StudiesBo Chen, Minhua Chen, John William Paisley, Aimee Zaas, Christopher W. Woods, Geoffrey S. Ginsburg, Alfred Hero, Joseph Lucas, David B. Dunson, Lawrence Carin. bmcbi, 11:552, 2010. [doi]

Classification with Incomplete Data Using Dirichlet Process PriorsChunping Wang, Xuejun Liao, Lawrence Carin, David B. Dunson. jmlr, 11:3269-3311, 2010. [doi]

Semiparametric Bayes hierarchical models with mean and variance constraintsMingan Yang, David B. Dunson, Donna Baird. csda, 54(9):2172-2186, 2010. [doi]

2009

2008

2007

Multi-task learning for sequential data via iHMMs and the nested Dirichlet processKai Ni, Lawrence Carin, David B. Dunson. icml 2007: 689-696 [doi]

The matrix stick-breaking process for flexible multi-task learningYa Xue, David B. Dunson, Lawrence Carin. icml 2007: 1063-1070 [doi]