Supervised Topic Models

The rapid growth of geotagged social media raises new computational possibilities for in- vestigating geographic linguistic variation. In this paper, we present a multi-level generative model that reasons jointly about …...

Supervised topic models with a logistic likelihood have two issues that potential- ly limit their practical use: 1) response variables are usually over-weighted by document word counts; and 2) existing …...