Speech and Language Processing An Introduction to Natural Language Processing, Computational Linguistics and Speech Recognition

ISBN-10: 0130950696
ISBN-13: 9780130950697
Edition: 2000
List price: $115.00
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Description: This book takes an empirical approach to language processing, based on applying statistical and other machine-learning algorithms to large corpora.Methodologyboxes are included in each chapter.Each chapter is built around one or more worked  More...

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Book details

List price: $115.00
Copyright year: 2000
Publisher: Pearson Education
Publication date: 1/26/2000
Binding: Hardcover
Pages: 934
Size: 7.50" wide x 9.75" long x 1.50" tall
Weight: 3.344
Language: English

This book takes an empirical approach to language processing, based on applying statistical and other machine-learning algorithms to large corpora.Methodologyboxes are included in each chapter.Each chapter is built around one or more worked examplesto demonstrate the main idea of the chapter. Covers the fundamental algorithms of various fields, whether originally proposed for spoken or written language to demonstrate how the same algorithm can be used for speech recognition and word-sense disambiguation. Emphasis on web and other practical applications. Emphasis on scientific evaluation.Useful as a reference for professionals in any of the areas of speech and language processing.

Introduction
Words
Regular Expressions and Automata
Morphology and Finite-State Transducers
Computational Phonology and Text-to-Speech
Probabilistic Models of Pronunciation and Spelling
N-grams
HMMs and Speech Recognition
Syntax
Word Classes and Part-of-Speech Tagging
Context-Free Grammars for English
Parsing with Context-Free Grammars
Features and Unification
Lexicalized and Probabilistsic Parsing
Language and Complexity
Semantics
Representing Meaning
Semantic Analysis
Lexical Semantics
Word Sense Disambiguation and Information Retrieval
Pragmatics
Discourse
Dialogue and Conversational Agents
Natural Language Generation
Machine Translation
Appendices
Regular Expression Operators
The Porter Stemming Algorithm
C5 and C7 tagsets
Training HMMs: The Forward-Backward
lAlgorithm
Bibliography
Index

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