58 citations · 58 across the 2 of their papers we have counts for
2 papers
stat.ML2015★ 58 cited
Dependent Multinomial Models Made Easy: Stick Breaking with the Pólya-Gamma Augmentation
Scott W. Linderman, Matthew J. Johnson, Ryan P. Adams
Many practical modeling problems involve discrete data that are best represented as draws from multinomial or categorical distributions. For example, nucleotides in a DNA sequence,…
stat.ME2012
Dirichlet Posterior Sampling with Truncated Multinomial Likelihoods
Matthew James Johnson, Alan S. Willsky
We consider the problem of drawing samples from posterior distributions formed under a Dirichlet prior and a truncated multinomial likelihood, by which we mean a Multinomial likeli…