Probabilistic Topic Models: A focus on graphical model design and applications to document and image analysis

Por Blei, David, Carin, Lawrence, Dunson, David
Publicado em 2010

Topic Modeling with Nonparametric Markov Tree

Por Chen, Haojun, Dunson, David B., Carin, Lawrence
Publicado em 2011

Nonparametric Bayesian Segmentation of a Multivariate Inhomogeneous Space-Time Poisson Process

Por Ding, Mingtao, He, Lihan, Dunson, David, Carin, Lawrence
Publicado em 2012

Lognormal and Gamma Mixed Negative Binomial Regression

Por Zhou, Mingyuan, Li, Lingbo, Dunson, David, Carin, Lawrence
Publicado em 2012

Tree-Structured Infinite Sparse Factor Model

Por Zhang, XianXing, Dunson, David B., Carin, Lawrence
Publicado em 2011

Classification with Incomplete Data Using Dirichlet Process Priors

Por Wang, Chunping, Liao, Xuejun, Carin, Lawrence, Dunson, David B.
Publicado em 2010

Logistic Stick-Breaking Process

Por Ren, Lu, Du, Lan, Carin, Lawrence, Dunson, David B.
Publicado em 2011

A Bayesian Model for Simultaneous Image Clustering, Annotation and Object Segmentation

Por Du, Lan, Ren, Lu, Dunson, David B., Carin, Lawrence
Publicado em 2009

Bayesian Gaussian Copula Factor Models for Mixed Data

Por Murray, Jared S., Dunson, David B., Carin, Lawrence, Lucas, Joseph E.
Publicado em 2013

Patient Clustering with Uncoded Text in Electronic Medical Records

Por Henao, Ricardo, Murray, Jared, Ginsburg, Geoffrey, Carin, Lawrence, Lucas, Joseph E.
Publicado em 2013

Deep Learning with Hierarchical Convolutional Factor Analysis

Por Chen, Bo, Polatkan, Gungor, Sapiro, Guillermo, Blei, David, Dunson, David, Carin, Lawrence
Publicado em 2013

Compressive Sensing on Manifolds Using a Nonparametric Mixture of Factor Analyzers: Algorithm and Performance Bounds

Por Chen, Minhua, Silva, Jorge, Paisley, John, Wang, Chunping, Dunson, David, Carin, Lawrence
Publicado em 2010

Predicting Viral Infection From High-Dimensional Biomarker Trajectories

Por Chen, Minhua, Zaas, Aimee, Woods, Christopher, Ginsburg, Geoffrey S., Lucas, Joseph, Dunson, David, Carin, Lawrence
Publicado em 2012

Learning Low-Dimensional Signal Models: A Bayesian approach based on incomplete measurements

Por Carin, Lawrence, Baraniuk, Richard G., Cevher, Volkan, Dunson, David, Jordan, Michael I., Sapiro, Guillermo, Wakin, Michael B.
Publicado em 2011

Nonparametric Bayesian Dictionary Learning for Analysis of Noisy and Incomplete Images

Por Zhou, Mingyuan, Chen, Haojun, Paisley, John, Ren, Lu, Li, Lingbo, Xing, Zhengming, Dunson, David, Sapiro, Guillermo, Carin, Lawrence
Publicado em 2011

Estimation of the CSA-ODF using Bayesian Compressed Sensing of Multi-shell HARDI

Por Duarte-Carvajalino, Julio M., Lenglet, Christophe, Xu, Junqian, Yacoub, Essa, Ugurbil, Kamil, Moeller, Steen, Carin, Lawrence, Sapiro, Guillermo
Publicado em 2013

Bayesian inference of the number of factors in gene-expression analysis: application to human virus challenge studies

Por Chen, Bo, Chen, Minhua, Paisley, John, Zaas, Aimee, Woods, Christopher, Ginsburg, Geoffrey S, Hero, Alfred, Lucas, Joseph, Dunson, David, Carin, Lawrence
Publicado em 2010

High-Dimensional Longitudinal Genomic Data: An analysis used for monitoring viral infections

Por Carin, Lawrence, Hero, Alfred, Lucas, Joseph, Dunson, David, Chen, Minhua, Heñao, Ricardo, Tibau-Puig, Arnau, Zaas, Aimee, Woods, Christopher W., Ginsburg, Geoffrey S.
Publicado em 2011

Gene Expression Signatures Diagnose Influenza and Other Symptomatic Respiratory Viral Infection in Humans

Por Zaas, Aimee K., Chen, Minhua, Varkey, Jay, Veldman, Timothy, Hero, Alfred O., Lucas, Joseph, Huang, Yongsheng, Turner, Ronald, Gilbert, Anthony, Lambkin-Williams, Robert, Øien, N. Christine, Nicholson, Bradly, Kingsmore, Stephen, Carin, Lawrence, Woods, Christopher W., Ginsburg, Geoffrey S.
Publicado em 2009

Temporal Dynamics of Host Molecular Responses Differentiate Symptomatic and Asymptomatic Influenza A Infection

Por Huang, Yongsheng, Zaas, Aimee K., Rao, Arvind, Dobigeon, Nicolas, Woolf, Peter J., Veldman, Timothy, Øien, N. Christine, McClain, Micah T., Varkey, Jay B., Nicholson, Bradley, Carin, Lawrence, Kingsmore, Stephen, Woods, Christopher W., Ginsburg, Geoffrey S., Hero, Alfred O.
Publicado em 2011