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David B. Dunson
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Publications
- 2016
- [c46]Shaobo Han, Xuejun Liao, David B. Dunson, Lawrence Carin:
Variational Gaussian Copula Inference. AISTATS 2016: 829-838 - 2015
- [i14]Shaobo Han, Xuejun Liao, David B. Dunson, Lawrence Carin:
Variational Gaussian Copula Inference. CoRR abs/1506.05860 (2015) - 2014
- [j22]David E. Carlson, Joshua T. Vogelstein, Qisong Wu, Wenzhao Lian, Mingyuan Zhou, Colin R. Stoetzner, Daryl Kipke, Douglas Weber, David B. Dunson, Lawrence Carin:
Multichannel Electrophysiological Spike Sorting via Joint Dictionary Learning and Mixture Modeling. IEEE Trans. Biomed. Eng. 61(1): 41-54 (2014) - [c33]Piyush Rai, Yingjian Wang, Shengbo Guo, Gary Chen, David B. Dunson, Lawrence Carin:
Scalable Bayesian Low-Rank Decomposition of Incomplete Multiway Tensors. ICML 2014: 1800-1808 - 2013
- [j20]Esther Salazar, David B. Dunson, Lawrence Carin:
Analysis of space-time relational data with application to legislative voting. Comput. Stat. Data Anal. 68: 141-154 (2013) - [j17]Bo Chen, Gungor Polatkan, Guillermo Sapiro, David M. Blei, David B. Dunson, Lawrence Carin:
Deep Learning with Hierarchical Convolutional Factor Analysis. IEEE Trans. Pattern Anal. Mach. Intell. 35(8): 1887-1901 (2013) - 2012
- [j14]Lawrence Carin, Alfred O. Hero III, Joseph E. Lucas, David B. Dunson, Minhua Chen, Ricardo Henao, Arnau Tibau Puig, Aimee K. Zaas, Christopher W. Woods, Geoffrey S. Ginsburg:
High Dimensional Longitudinal Genomic Data: An analysis used for monitoring viral infections. IEEE Signal Process. Mag. 29(1): 108-123 (2012) - [j13]Mingyuan Zhou, Haojun Chen, John W. Paisley, Lu Ren, Lingbo Li, Zhengming Xing, David B. Dunson, Guillermo Sapiro, Lawrence Carin:
Nonparametric Bayesian Dictionary Learning for Analysis of Noisy and Incomplete Images. IEEE Trans. Image Process. 21(1): 130-144 (2012) - [c24]Mingyuan Zhou, Lingbo Li, David B. Dunson, Lawrence Carin:
Lognormal and Gamma Mixed Negative Binomial Regression. ICML 2012 - [c20]Mingyuan Zhou, Lauren Hannah, David B. Dunson, Lawrence Carin:
Beta-Negative Binomial Process and Poisson Factor Analysis. AISTATS 2012: 1462-1471 - [i1]Mingyuan Zhou, Lingbo Li, David B. Dunson, Lawrence Carin:
Lognormal and Gamma Mixed Negative Binomial Regression. CoRR abs/1206.6456 (2012) - 2011
- [j12]Lu Ren, Lan Du, Lawrence Carin, David B. Dunson:
Logistic Stick-Breaking Process. J. Mach. Learn. Res. 12: 203-239 (2011) - [j10]Lawrence Carin, Richard G. Baraniuk, Volkan Cevher, David B. Dunson, Michael I. Jordan, Guillermo Sapiro, Michael B. Wakin:
Learning Low-Dimensional Signal Models. IEEE Signal Process. Mag. 28(2): 39-51 (2011) - [j8]Minhua Chen, Jorge G. Silva, John W. Paisley, Chunping Wang, David B. Dunson, Lawrence Carin:
Corrections to "Compressive Sensing on Manifolds Using a Nonparametric Mixture of Factor Analyzers: Algorithm and Performance Bounds". IEEE Trans. Signal Process. 59(3): 1329 (2011) - [c19]Mingyuan Zhou, Hongxia Yang, Guillermo Sapiro, David B. Dunson, Lawrence Carin:
Covariate-dependent dictionary learning and sparse coding. ICASSP 2011: 5824-5827 - [c17]Bo Chen, Gungor Polatkan, Guillermo Sapiro, David B. Dunson, Lawrence Carin:
The Hierarchical Beta Process for Convolutional Factor Analysis and Deep Learning. ICML 2011: 361-368 - [c16]Haojun Chen, David B. Dunson, Lawrence Carin:
Topic Modeling with Nonparametric Markov Tree. ICML 2011: 377-384 - [c15]XianXing Zhang, David B. Dunson, Lawrence Carin:
Tree-Structured Infinite Sparse Factor Model. ICML 2011: 785-792 - [c13]Lu Ren, Yingjian Wang, David B. Dunson, Lawrence Carin:
The Kernel Beta Process. NIPS 2011: 963-971 - [c12]XianXing Zhang, David B. Dunson, Lawrence Carin:
Hierarchical Topic Modeling for Analysis of Time-Evolving Personal Choices. NIPS 2011: 1395-1403 - [c10]Mingyuan Zhou, Hongxia Yang, Guillermo Sapiro, David B. Dunson, Lawrence Carin:
Dependent Hierarchical Beta Process for Image Interpolation and Denoising. AISTATS 2011: 883-891 - 2010
- [j7]Bo Chen, Minhua Chen, John W. Paisley, Aimee K. Zaas, Christopher W. Woods, Geoffrey S. Ginsburg, Alfred O. Hero III, Joseph E. Lucas, David B. Dunson, Lawrence Carin:
Bayesian Inference of the Number of Factors in Gene-Expression Analysis: Application to Human Virus Challenge Studies. BMC Bioinform. 11: 552 (2010) - [j5]Chunping Wang, Xuejun Liao, Lawrence Carin, David B. Dunson:
Classification with Incomplete Data Using Dirichlet Process Priors. J. Mach. Learn. Res. 11: 3269-3311 (2010) - [j4]David M. Blei, Lawrence Carin, David B. Dunson:
Probabilistic Topic Models. IEEE Signal Process. Mag. 27(6): 55-65 (2010) - [j3]Minhua Chen, Jorge G. Silva, John W. Paisley, Chunping Wang, David B. Dunson, Lawrence Carin:
Compressive Sensing on Manifolds Using a Nonparametric Mixture of Factor Analyzers: Algorithm and Performance Bounds. IEEE Trans. Signal Process. 58(12): 6140-6155 (2010) - [c9]Eric Wang, Dehong Liu, Jorge G. Silva, David B. Dunson, Lawrence Carin:
Joint Analysis of Time-Evolving Binary Matrices and Associated Documents. NIPS 2010: 2370-2378 - 2009
- [j2]Shihao Ji, David B. Dunson, Lawrence Carin:
Multitask Compressive Sensing. IEEE Trans. Signal Process. 57(1): 92-106 (2009) - [c8]Chunping Wang, Qi An, Lawrence Carin, David B. Dunson:
Multi-task classification with infinite local experts. ICASSP 2009: 1569-1572 - [c7]Lu Ren, David B. Dunson, Scott Lindroth, Lawrence Carin:
Music analysis with a Bayesian dynamic model. ICASSP 2009: 1681-1684 - [c6]Lan Du, Lu Ren, David B. Dunson, Lawrence Carin:
A Bayesian Model for Simultaneous Image Clustering, Annotation and Object Segmentation. NIPS 2009: 486-494 - 2008
- [j1]Kai Ni, John W. Paisley, Lawrence Carin, David B. Dunson:
Multi-Task Learning for Analyzing and Sorting Large Databases of Sequential Data. IEEE Trans. Signal Process. 56(8-2): 3918-3931 (2008) - [c5]Qi An, Chunping Wang, Ivo Shterev, Eric Wang, Lawrence Carin, David B. Dunson:
Hierarchical kernel stick-breaking process for multi-task image analysis. ICML 2008: 17-24 - [c4]Yuting Qi, Dehong Liu, David B. Dunson, Lawrence Carin:
Multi-task compressive sensing with Dirichlet process priors. ICML 2008: 768-775 - [c3]Lu Ren, David B. Dunson, Lawrence Carin:
The dynamic hierarchical Dirichlet process. ICML 2008: 824-831 - 2007
- [c2]Kai Ni, Lawrence Carin, David B. Dunson:
Multi-task learning for sequential data via iHMMs and the nested Dirichlet process. ICML 2007: 689-696 - [c1]Ya Xue, David B. Dunson, Lawrence Carin:
The matrix stick-breaking process for flexible multi-task learning. ICML 2007: 1063-1070
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