298 citations · 419 across the 3 of their papers we have counts for
3 papers
cs.LG2012★ 109 cited
Sparse Stochastic Inference for Latent Dirichlet allocation
David Mimno, Matt Hoffman, David Blei
We present a hybrid algorithm for Bayesian topic models that combines the efficiency of sparse Gibbs sampling with the scalability of online stochastic inference. We used our algor…
cs.IR2012★ 298 cited
Topic Models Conditioned on Arbitrary Features with Dirichlet-multinomial Regression
David Mimno, Andrew McCallum
Although fully generative models have been successfully used to model the contents of text documents, they are often awkward to apply to combinations of text data and document meta…
cs.LG2012★ 12 cited
Reconstructing Pompeian Households
David Mimno
A database of objects discovered in houses in the Roman city of Pompeii provides a unique view of ordinary life in an ancient city. Experts have used this collection to study the s…