Max Margin Learning

A wide range of applications, from social media to scientific literature analysis, in- volve graphs in which documents are con- nected by links. We introduce a topic model for link …...

We describe a novel max-margin learn- ing approach to optimize non-linear perfor- mance measures for distantly-supervised re- lation extraction models. Our approach can be generally used to learn latent variable …...