Unsupervised Learning

Independent finite approximations for Bayesian nonparametric inference
Completely random measures (CRMs) and their normalizations (NCRMs) offer flexible models in Bayesian nonparametrics. But their infinite …
Tin Nguyen, Jonathan Huggins, Lorenzo Masoero, Lester Mackey, Tamara Broderick
PDF Cite Slides
Many processors, little time: MCMC for partitions via optimal transport couplings
Markov chain Monte Carlo (MCMC) methods are often used in clustering since they guarantee asymptotically exact expectations in the …
Tin Nguyen, Brian L. Trippe, Tamara Broderick
PDF Cite Code Poster Slides