Efficient Second-Order Gradient Boosting for Conditional Random Fields

Tianqi Chen, Sameer Singh, Ben Taskar, Carlos Guestrin

Abstract: Conditional random fields (CRFs) are an important class of models for accurate structured prediction, but effective design of the feature functions is a major challenge when applying CRF models to ...