Department of Electrical Engineering and Computer Science, University of California, Berkeley
List of publications from the
 | 2012 |
| 20 |  | Mingyuan Zhou,
Haojun Chen,
John William 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 Transactions on Image Processing 21(1): 130-144 (2012) |
| 19 |  | John William Paisley,
David M. Blei,
Michael I. Jordan:
Stick-Breaking Beta Processes and the Poisson Process.
Journal of Machine Learning Research - Proceedings Track 22: 850-858 (2012) |
| 2011 |
| 18 |  | John William Paisley,
Lawrence Carin,
David M. Blei:
Variational Inference for Stick-Breaking Beta Process Priors.
ICML 2011: 889-896 |
| 17 |  | Minhua Chen,
Jorge Silva,
John William 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 Transactions on Signal Processing 59(3): 1329 (2011) |
| 16 |  | John William Paisley,
Chong Wang,
David M. Blei:
The Discrete Infinite Logistic Normal Distribution for Mixed-Membership Modeling.
Journal of Machine Learning Research - Proceedings Track 15: 74-82 (2011) |
| 15 |  | Chong Wang,
John William Paisley,
David M. Blei:
Online Variational Inference for the Hierarchical Dirichlet Process.
Journal of Machine Learning Research - Proceedings Track 15: 752-760 (2011) |
| 2010 |
| 14 |  | Bo Chen,
John William Paisley,
Lawrence Carin:
Sparse linear regression with beta process priors.
ICASSP 2010: 1234-1237 |
| 13 |  | John William Paisley,
Lawrence Carin:
A nonparametric Bayesian model for kernel matrix completion.
ICASSP 2010: 2090-2093 |
| 12 |  | John William Paisley,
Mingyuan Zhou,
Guillermo Sapiro,
Lawrence Carin:
Nonparametric image interpolation and dictionary learning using spatially-dependent Dirichlet and beta process priors.
ICIP 2010: 1869-1872 |
| 11 |  | John William Paisley,
Aimee K. Zaas,
Christopher W. Woods,
Geoffrey S. Ginsburg,
Lawrence Carin:
A Stick-Breaking Construction of the Beta Process.
ICML 2010: 847-854 |
| 10 |  | Bo Chen,
Minhua Chen,
John William Paisley,
Aimee K. Zaas,
Christopher W. Woods,
Geoffrey S. Ginsburg,
Alfred Hero,
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 Bioinformatics 11: 552 (2010) |
| 9 |  | Iulian Pruteanu-Malinici,
Lu Ren,
John William Paisley,
Eric Wang,
Lawrence Carin:
Hierarchical Bayesian Modeling of Topics in Time-Stamped Documents.
IEEE Trans. Pattern Anal. Mach. Intell. 32(6): 996-1011 (2010) |
| 8 |  | Minhua Chen,
Jorge Silva,
John William Paisley,
Chunping Wang,
David B. Dunson,
Lawrence Carin:
Compressive Sensing on Manifolds Using a Nonparametric Mixture of Factor Analyzers: Algorithm and Performance Bounds.
IEEE Transactions on Signal Processing 58(12): 6140-6155 (2010) |
| 7 |  | John William Paisley,
Xuejun Liao,
Lawrence Carin:
Active learning and basis selection for kernel-based linear models: a Bayesian perspective.
IEEE Transactions on Signal Processing 58(5): 2686-2700 (2010) |
| 2009 |
| 6 |  | John William Paisley,
Lawrence Carin:
Dirichlet process mixture models with multiple modalities.
ICASSP 2009: 1613-1616 |
| 5 |  | John William Paisley,
Lawrence Carin:
Nonparametric factor analysis with beta process priors.
ICML 2009: 98 |
| 4 |  | Mingyuan Zhou,
Haojun Chen,
John William Paisley,
Lu Ren,
Guillermo Sapiro,
Lawrence Carin:
Non-Parametric Bayesian Dictionary Learning for Sparse Image Representations.
NIPS 2009: 2295-2303 |
| 3 |  | John William Paisley,
Lawrence Carin:
Hidden Markov models with stick-breaking priors.
IEEE Transactions on Signal Processing 57(10): 3905-3917 (2009) |
| 2008 |
| 2 |  | Kai Ni,
John William Paisley,
Lawrence Carin,
David B. Dunson:
Multi-Task Learning for Analyzing and Sorting Large Databases of Sequential Data.
IEEE Transactions on Signal Processing 56(8-2): 3918-3931 (2008) |
| 2007 |
| 1 |  | Yuting Qi,
John William Paisley,
Lawrence Carin:
Music Analysis Using Hidden Markov Mixture Models.
IEEE Transactions on Signal Processing 55(11): 5209-5224 (2007) |