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Speech and Language Processing Daniel Jurafsky

Speech and Language Processing par Daniel Jurafsky

Speech and Language Processing Daniel Jurafsky


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Résumé

Useful for undergraduate or advanced undergraduate courses in Classical Natural Language Processing, this book takes an approach to language processing, based on applying statistical and other machine-learning algorithms to large corporations.

Speech and Language Processing Résumé

Speech and Language Processing: An Introduction to Natural Language Processing, Computational Linguistics and Speech Recognition: Internationa Daniel Jurafsky

For undergraduate or advanced undergraduate courses in Classical Natural Language Processing, Statistical Natural Language Processing, Speech Recognition, Computational Linguistics, and Human Language Processing.

This book takes an empirical approach to language processing, based on applying statistical and other machine-learning algorithms to large corporations.

Author Website with Resources: http://www.cs.colorado.edu/~martin/slp.html

Sommaire



1. Introduction.

I. WORDS.

2. Regular Expressions and Automata.
3. Morphology and Finite-State Transducers.
4. Computational Phonology and Text-to-Speech.
5. Probabilistic Models of Pronunciation and Spelling.
6. N-grams.
7. HMMs and Speech Recognition.

II. SYNTAX.

8. Word Classes and Part-of-Speech Tagging.
9. Context-Free Grammars for English.
10. Parsing with Context-Free Grammars.
11. Features and Unification.
12. Lexicalized and Probabilistsic Parsing.
13. Language and Complexity.

III. SEMANTICS.

14. Representing Meaning.
15. Semantic Analysis.
16. Lexical Semantics.
17. Word Sense Disambiguation and Information Retrieval.

IV. PRAGMATICS.

18. Discourse.
19. Dialogue and Conversational Agents.
20. Natural Language Generation.
21. Machine Translation.

APPENDICES.

A. Regular Expression Operators.
B. The Porter Stemming Algorithm.
C. C5 and C7 tagsets.
D. Training HMMs: The Forward-Backward Algorithm.
Bibliography.
Index.

Informations supplémentaires

GOR003155356
9780131227989
013122798X
Speech and Language Processing: An Introduction to Natural Language Processing, Computational Linguistics and Speech Recognition: Internationa Daniel Jurafsky
Occasion - Très bon état
Broché
Pearson Education (US)
2000-02-09
934
N/A
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