SFU Computing Science 05-1 ________________________________________________________________________ CMPT 413-3 D1" Computational Linguistics Instructor: A. Sarkar SFU Burnaby ________________________________________________________________________ OBJECTIVE/DESCRIPTION: Computational Linguistics is the study of human language from a computational perspective. This course will examine algorithms used in the automatic analysis or production of language. Along with formal models of language, we will also study the engineering of natural language processing software. Many of the concepts, methods and algorithms studied are related to topics like formal linguistics, information retrieval, data mining from text, and biological sequence analysis. TOPICS: o Introduction to linguistics and formal language theory o Finite-state transducers: applications to phonology and morphology o Machine translation o Hidden markov models: speech recognition, part of speech tagging o Context-free grammars: Semantics o Language and complexity: the Chomsky hierarchy o Feature structures and unification o Generation o Word-sense disambiguation o Wordnet o Discourse and dialog models o Summarization o Document classification and clustering GRADING: Assignments (40%), Midterm (20%), Final Examination (40%). Students must attain an overall passing grade on the weighted average of exams in the course in order to obtain a clear pass (C or better). TEXTBOOKS: o None RECOMMENDED: o Speech and Language Processing, Daniel Jurafsky and James Martin, Prentice-Hall, 2000 o Foundations of Statistical Natural Language Processing, Christopher Manning and Hinrich Schutze, MIT Press, 1999 PREREQUISITES/COREQUISITES: Completion of nine credits in Computing Science upper division courses, or permission of the instructor. Distributed: November 1, 2004 ....................................................................... Academic Honesty plays a key role in our efforts to maintain a high standard of academic excellence and integrity. Students are advised that ALL acts of intellectual dishonesty are subject to disciplinary action by the School; serious infractions are dealt with in accordance with the Code of Academic Honesty (T10.02) (http://www.sfu.ca/policies/teaching/t10-02.htm). Students are encouraged to read the School's policy information (http://www.cs.sfu.ca/undergrad/Policies/).