Spring 2005
Tuesdays,
9:10 ~12:00 AM
Instructor:
Berlin Chen
Topic List and Schedule
2/22 |
Course Overview &
Introduction |
HW-1: Chinese Input (Due 3/29) | |
3/1 |
Mathematical Foundations* |
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3/8 |
Linguistic Essentials |
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3/15 |
Part-of-Speech Tagging & Named-Entity Extraction |
HW-2: Tagging (I)
(Due 3/22) |
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3/22 |
Collocations* |
HW-3: Collocations
(Due 4/5) |
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3/29 |
N-gram Language
Modeling* |
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4/5 |
Break |
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4/12 |
Midterm |
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4/19 |
Parsing with Context-Free Grammars
(Chart Parsers) |
HW-4:
Tagging (II)
(Due 5/17) HW-5: Parsing (Due 5/17) |
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4/26 |
Word Sense
Disambiguation* |
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5/3 |
Paper Survey* |
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5/10 |
Parsing with Context-Free Grammars (Contd.) |
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5/17 |
Text Categorization* |
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5/24 |
Probabilistic
Context-Free Grammars |
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5/31 |
Statistical Sentence Alignment and Machine Translation |
HW-6: Probabilistic Parsing (Due
7/15) |
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6/7 |
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6/14 |
FINAL |
Textbook:
1. | D. Jurafsky and J. H. Martin, Speech and Language Processing, Prentice-Hall, 2000. | |
2. | C. Manning and H. Schutze, Foundations of Statistical Natural Language Processing, MIT Press, 1999. |
References:
Books:
1. | J. Allen, Natural Language Understanding, Benjamin/Cummings Publishing Co, 1995. | |
2. | X. Huang, A. Acero, H. Hon, Spoken Language Processing, Prentice Hall, 2001. |
Papers:
Corpora:
1. | The Association for Computational Linguistics and Chinese Language Processing | |
Grading:
1. Midterm and Final: 40%
2. Homework: 25%
3. Project: 20%
4. Attendance/Other: 15%