2008
DRASO: Declaratively Regularized Alternating Structural Optimization (Talukdar, Partha Pratim, Sandler, Ted, Dredze, Mark, Crammer, Koby, Blitzer, John, Pereira, Fernando) In ICML 2008 Workshop on Prior Knowledge for Text and Language Processing, 2008. [pdf]

Online Methods for Multi-Domain Learning and Adaptation (Dredze, Mark, Crammer, Koby) In Empirical Methods in Natural Language Processing (EMNLP), 2008. [pdf]

Active Learning with Confidence (Dredze, Mark, Crammer, Koby) In Association for Computational Linguistics, 2008. [pdf]

Confidence-Weighted Linear Classification (Dredze, Mark, Crammer, Koby, Pereira, Fernando) In International Conference on Machine Learning (ICML), 2008. [pdf]

Exact Confidence-Weighted Learning (Crammer, Koby, Dredze, Mark, Pereira, Fernando) In Advances in Neural Information Processing Systems (NIPS), 2008. [pdf]

Batch Performance for an Online Price (Crammer, Koby, Dredze, Mark, Blitzer, John, Pereira, Fernando) In The NIPS 2007 Workshop on Efficient Machine Learning, 2008. [pdf]

A rate-distortion one-class model and its applications to clustering (Crammer, Koby, Talukdar, Partha Pratim, Pereira, Fernando), 2008. [pdf]

2007
Penn/UMass/CHOP Biocreative II systems (Ganchev, Kuzman, Crammer, Koby, Pereira, Fernando, Mann, Gideon, Bellare, Kedar, McCallum, Andrew, Carroll, Steven, Jin, Yang, White, Peter) In Proceedings of the Second BioCreative Challenge Evaluation Workshop, 2007. [pdf]

Automatic Code Assignment to Medical Text (Crammer, Koby, Dredze, Mark, Ganchev, Kuzman, Talukdar, Partha Pratim, Carroll, Steven) In Biological, translational, and clinical language processing, 2007. [pdf]