957 citations · 1.4k across the 43 of their papers we have counts for
4 papers · 1 filter
Correction: A correlated topic model of Science
David M. Blei, John D. Lafferty
Correction to Annals of Applied Statistics 1 (2007) 17--35 [doi:10.1214/07-AOAS114]
The nested Chinese restaurant process and Bayesian nonparametric inference of topic hierarchies
David M. Blei, Thomas L. Griffiths, Michael I. Jordan
We present the nested Chinese restaurant process (nCRP), a stochastic process which assigns probability distributions to infinitely-deep, infinitely-branching trees. We show how th…
A correlated topic model of Science
David M. Blei, John D. Lafferty
Topic models, such as latent Dirichlet allocation (LDA), can be useful tools for the statistical analysis of document collections and other discrete data. The LDA model assumes tha…
Mixed membership analysis of high-throughput interaction studies: Relational data
Edoardo M Airoldi, David M Blei, Stephen E Fienberg +1
In this paper, we consider the statistical analysis of a protein interaction network. We propose a Bayesian model that uses a hierarchy of probabilistic assumptions about the way p…