Separate Training for Conditional Random Fields Using Co-occurrence Rate Factorization

Zhemin Zhu, Djoerd Hiemstra, Peter Apers +1

The standard training method of Conditional Random Fields (CRFs) is very slow for large-scale applications. As an alternative, piecewise training divides the full graph into pieces…