Machine Learning
SVMs
- Tsochantaridis et al, 2004. Support Vector Machine Learning for Interdependent and Structured Output Spaces.
CRFs
- Fei Sha & Pereira 2003. Shallow Parsing with Conditional Random Fields.
- Sutton and McCallum 2006. An Introduction to Conditional Random Fields for Relational Learning.
- Wallach 2004. Conditional Random Fields: An Introduction.
MaxEnt
- Berger 1996. A Maximum Entropy Approach to Natural Language Processing.
- Berger 1997. The Improved Iterative Scaling Algorithm: A Gentle Introduction.
- Borthwick, Sterling, Agichtein, Grishman 1998. NYU: Description of the MENE Named Entity System as Used in MUC-7.
- Nigam, Lafferty, McCallum 1999. Using Maximum Entropy for Text Classification.
- Ratnaparkhi 1994. A Maximum Entropy Model for Prepositional Phrase Attachment.
- Ratnaparkhi 1997. A Simple Introduction to Maximum Entropy Models for Natural Language Processing.