Dense Distributions from Sparse Samples: Improved Gibbs Sampling Parameter Estimators for LDA

Yannis Papanikolaou, James R. Foulds, Timothy N. Rubin +1

We introduce a novel approach for estimating Latent Dirichlet Allocation (LDA) parameters from collapsed Gibbs samples (CGS), by leveraging the full conditional distributions over…