This course offers a survey of basic statistical and machine learning methods for computational linguistics. Topic to be covered include:
Daniel Jurafsky and James H. Martin. 2009. Speech and Language Processing: An Introduction to Natural Language Processing, Speech Recognition, and Computational Linguistics. 2nd edition. Prentice-Hall.
Christopher D. Manning and Hinrich Schütze. 1999. Foundations of Statistical Natural Language Processing. MIT Press.
Christopher D. Manning, Prabhakar Raghavan and Hinrich Schütze. 2008. Introduction to Information Retrieval. Cambridge University Press.
Ian H. Witten, Eibe Frank, and Mark A. Hall. 2011. Data Mining: Practical Machine Learning Tools and Techniques. 3rd edition. Morgan Kaufmann.
Steven Bird, Ewan Klein, and Edward Loper. 2009. Natural Language Processing in Python. O'Reilly Media.
James Pustejovsky and Amber Stubbs. 2012. Natural Language Annotation for Machine Learning. O'Reilly Media.
Sun Aug 18 17:48:16 PDT 2013