@article{9:71,author={Ilya Shpitser and Judea Pearl}, Title={Gradient Tree Boosting for Training Conditional Random Fields},journal={Journal of Machine Learning Research},volume={9}, url={http://www.jmlr.org/papers/volume9/goldberg08a/goldberg08a.pdf}}