Special Topics in Spoken Language Processing
Spring 2006
Thursdays,
2:10 ~5:00 PM
Instructor:
Berlin Chen
Topic List and Schedule
| 2/21 |
Course Overview,
by Berlin Chen SP: A Decision Theoretic Formulation for Robust Automatic Speech Recognition, Part (I) (Chou & Juang, Ch. 3) |
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| 2/28 |
Break |
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| 3/7 |
SP:
A Decision Theoretic Formulation for Robust Automatic Speech Recognition,
Part (II) (II) |
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| 3/14 |
IR:
A Survey on Web
Information Retrieval Technologies |
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| 3/21 |
SP:
Machine
Translation Using Statistical Modeling (Chou & Juang, Ch. 11) |
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| 3/28 |
SP:
Latent
Semantic Entropy Principle for Language Modeling |
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| 4/4 |
Break |
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| 4/11 |
SP:
A Survey on Robustness
Techniques |
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| 4/18 |
SP:
Confidence Measures for Large Vocabulary Continuous Speech Recognition |
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| 4/25 |
IR:
Spoken Document Summarization Techniques |
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| 5/2 |
SP: Discriminative
Training Approaches for Continuous Speech Recognition (fMPE) |
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| 5/9 |
Break |
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| 5/16 |
SP:
Statistical Language Model Adaptation |
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| 5/23 |
SP:
Missing Feature Approaches for Speech Recognition |
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| 5/30 |
SP:
Improved Speech Recognition by Re-ranking Methods |
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| 6/6 |
References:
Books:
| 1. | W. Chou,.
B.H. Juang.
Pattern Recognition in Speech and Language Processing.
CRC Press. (February 26, 2003) |
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| 2. |
X. Huang, A. Acero,
H. Hon.
Spoken Language Processing: A Guide to Theory, Algorithm and System
Development. Prentice Hall. (April 25, 2001) |
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| 3. |
W. B. Croft and J.
Lafferty (Editors).
Language Modeling for Information Retrieval. Kluwer-Academic Publishers,
July 2003. |
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| 4. |
R. Baeza-Yates and B.
Ribeiro-Neto, Modern Information Retrieval. Addison Wesley Longman, 1999. |
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| 5. |
C. Manning and H.
Schutze, Foundations of Statistical Natural Language Processing. MIT Press,
1999. |
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| 6. . |
Wai C. Chu.
Speech Coding Algorithms: Foundation and Evolution of Standardized Coders.
Wiley-Interscience; 1st edition (March 7, 2003) 新月/東華 代理 . |
Papers:
| 1. |
Lawrence Rabiner.
The Power of
Speech. Science, Vol. 301, pp. 1494-1495, Sep. 2003. |
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| 2. |
P. C. Lustgarten and
B. H. Juang.
Naturalness in speech communications. submitted to Special Issue of IEEE
Trans. Speech Audio Processing, on Spontaneous Speech Processing, December
2002 |
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| 3. | Lan Huang. A Survey On Web Information Retrieval Technologies. 2000. | |
Corpora:
| 1. | The Association for Computational Linguistics and Chinese Language Processing | |