Ian Porteous, Arthur Asuncion, Max Welling,Bayesian Matrix Factorization with Side Information and Dirichlet Process Mixtures
to appear AAAI, 2010
Ian Porteous, Arthur Asuncion, David Newman, Alexander Ihler, Padhraic Smyth and Max Welling,Fast Collapsed Gibbs Sampling For Latent Dirichlet Allocation
KDD, 2008 [pdf] [sourcecode]
Ian Porteous, Evgeniy Bart and Max Welling,Multi-LDA/HDP A Non Parametric Bayesian Model for Tensor Factorization
AAAI, 2008 [pdf]
Evgeniy Bart, Ian Porteous, Pietro Perona and Max Welling, Unsupervised learning of visual taxonomies
CVPR, 2008 [pdf]
Max Welling, Ian Porteous and Evgeniy Bart
Infinite State Bayesian Networks for Structured Domains
NIPS 2007 [pdf]
Ian Porteous, Alex Ihler, Padhriac Smyth and Max Welling
Gibbs Sampling for (Coupled) Infinite Mixture Models in the Stick-Breaking Representation
UAI 2006 [pdf]
Ian Porteous
Networks of Mixture Blocks for Non Parametric Bayesian Models with Applications
PhD Thesis; Department of Computer Science, University of California Irvine, June 2010 [pdf]