Gibbs Sampling for (Coupled) Infinite Mixture Models in the Stick Breaking Representation. - Ian Porteous; Alexander T. Ihler; Padhraic Smyth; Max Welling (UAI, 2006)

Infinite State Bayes-Nets for Structured Domains. - Max Welling; Ian Porteous; Evgeniy Bart (NIPS, 2007)

Multi-HDP: A Non Parametric Bayesian Model for Tensor Factorization. - Ian Porteous; Evgeniy Bart; Max Welling (AAAI, 2008)

Unsupervised learning of visual taxonomies. - Evgeniy Bart; Ian Porteous; Pietro Perona; Max Welling (CVPR, 2008)

Fast collapsed gibbs sampling for latent dirichlet allocation. - Ian Porteous; David Newman 001; Alexander Ihler; Arthur U. Asuncion; Padhraic Smyth; Max Welling (KDD, 2008)

Bayesian Matrix Factorization with Side Information and Dirichlet Process Mixtures. - Ian Porteous; Arthur U. Asuncion; Max Welling (AAAI, 2010)

Exchangeable inconsistent priors for Bayesian posterior inference. - Max Welling; Ian Porteous; Kenichi Kurihara (ITA, 2012)