Natural Language Processing

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*
 
3/8
 
Linguistic Essentials
 
3/15
 
Part-of-Speech Tagging & Named-Entity Extraction
 
HW-2: Tagging (I)  (Due 3/22)
 
3/22
 
Collocations*
 
HW-3: Collocations  (Due 4/5)
 
3/29
 
N-gram Language Modeling*
 

 
4/5
 
Break
 
4/12
 
Midterm
 
4/19
 
Parsing with Context-Free Grammars (Chart Parsers)
 
HW-4: Tagging (II)  (Due 5/17)
HW-5: Parsing       (Due 5/17)
4/26
 
Word Sense Disambiguation*
 
5/3
 
Paper Survey*
 
5/10
 
Parsing with Context-Free Grammars (Contd.)
 
5/17
 
Text Categorization*
 
5/24
 
Probabilistic Context-Free Grammars
 
5/31
 
Statistical Sentence Alignment and Machine Translation
 
HW-6: Probabilistic Parsing (Due 7/15)
 
6/7
 

 
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%