957 citations · 1.3k across the 32 of their papers we have counts for
Showing 2012 · stat.MLShow all
3 papers · 2 filters
stat.ML2012★ 3 cited
The Issue-Adjusted Ideal Point Model
Sean M. Gerrish, David M. Blei
We develop a model of issue-specific voting behavior. This model can be used to explore lawmakers' personal voting patterns of voting by issue area, providing an exploratory window…
stat.ML2012★ 3 cited
A Bayesian Boosting Model
Alexander Lorbert, David M. Blei, Robert E. Schapire +1
We offer a novel view of AdaBoost in a statistical setting. We propose a Bayesian model for binary classification in which label noise is modeled hierarchically. Using variational…
stat.ML2012★ 1 cited
Variational Inference in Nonconjugate Models
Chong Wang, David M. Blei
Mean-field variational methods are widely used for approximate posterior inference in many probabilistic models. In a typical application, mean-field methods approximately compute…