Special Topics in Spoken Language Processing

Spring 2008
Tuesdays, 9:10 ~12:00 AM
Instructor:
Berlin Chen

Topic List and Schedule (Subject to Change)

2/26
 
Course Overview & Keyword Spotting and Utterance Verification HW1: Keyword Spotting and Utterance Verification (Due 3/31)
3/04   Large Vocabulary Continuous Speech Recognition (LVCSR) using Tree-Copy Search (1/2)  
3/11   Large Vocabulary Continuous Speech Recognition (LVCSR) using Tree-Copy Search (2/2) HW2: Time-conditioned Tree-Copy Search
3/18   Machine Learning: Maximum Entropy (ME)  
3/25   Machine Learning: Conditional Random Fields (CRF)  
4/01   Break (ICASSP 2008)  
4/08   Maximum Entropy Direct Models for Speech Recognition  
4/15   Robustness Techniques (I)  
4/22   ICASSP2008 Paper Survey (I), ICASSP2008 Paper Survey (II-1), ICASSP2008 Paper Survey (II-2)  
4/29   Robust Indexing and Retrieval of Spoken Documents  
5/06   Spoken Term Detection Techniques (I)  
5/13   Extended Baum-Welch Algorithm
ICASSP2008 Paper Survey (III)
 
5/20   Robustness Techniques (II)  
5/27   A Survey on Language Model Adaptation Techniques  
6/03   Discriminative Training for Speech Recognition
Feature Selection For Ranking
 
6/10   Support Vector Machines and Associated Learning Algorithms  

References:
 
Books:

1. W. Chou,. B.H. Juang. Pattern Recognition in Speech and Language Processing. CRC Press. (February 26, 2003)
 
2.
 
X. Huang, A. Acero, H. Hon. Spoken Language Processing: A Guide to Theory, Algorithm and System Development. Prentice Hall. (April 25, 2001)
 
3.
 
W. B. Croft and J. Lafferty (Editors). Language Modeling for Information Retrieval. Kluwer-Academic Publishers, July 2003.
 
4.
 
R. Baeza-Yates and B. Ribeiro-Neto, Modern Information Retrieval. Addison Wesley Longman, 1999.
 
5.
 
C. Manning and H. Schutze, Foundations of Statistical Natural Language Processing. MIT Press, 1999.
 

  Papers:

1.
 
Lawrence Rabiner. The Power of Speech. Science, Vol. 301, pp. 1494-1495, Sep. 2003.
 
2. Lan Huang. A Survey On Web Information Retrieval Technologies. 2000.

 Corpora:

1. The Association for Computational Linguistics and Chinese Language Processing