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Foundations of Statistical Natural Language Processing (English) 1st Edition

(Hardcover)
Hardcover
Language: English
Length: 620 pages
Publisher: MIT Press (MA)
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Foundations of Statistical Natural Language Processing (English) 1st Edition (Hardcover) Price: Rs. 5,397

Statistical approaches to processing natural language text have become dominant in recent years. This foundational text is the first comprehensive introduction to statistical natural language processing (NLP) to appear. The book contains all the theory and algorithms needed for building NLP tools. It provides broad but rigorous coverage of mathematical and linguistic foundations, as well as detailed discussion of statistical methods, allowing students and researchers to construct their own implementations. The book covers collocation finding, word sense disambiguation, probabilistic parsing, information retrieval, and other applications.

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Table of Contents

List of Tables
List of Figures
Table of Notations
Preface
Road Map
I Preliminaries
1. Introduction
2. Mathematical Foundations
3. Linguistic Essentials
4. Corpus-Based Work
II Words 
5. Collocations
6. Statistical Inference: n-gram Models over Sparse Data
7. Word Sense Disambiguation
8. Lexical Acquisition
III Grammar 
9. Markov Models
10. Part-of-Speech Tagging
11. Probabilistic Context Free Grammars
12. Probabilistic Parsing
IV Applications and Techniques 
13. Statistical Alignment and Machine Translation
14. Clustering
15. Topics in Information Retrieval
16. Text Categorization
Tiny Statistical Tables
Bibliography
Index

Specifications of Foundations of Statistical Natural Language Processing (English) 1st Edition (Hardcover)

University Books Details
Specialization Computer Science Engineering
Book Details
Publisher MIT Press (MA)
ISBN-10 0262133601
Edition 1st Edition
Number of Pages 620 Pages
Publication Year 1999
Language English
ISBN-13 9780262133609
Binding Hardcover
Dimensions
Weight 2.98 Pounds (US)
Height 9.46 inch
Width 1.25 inch
Depth 29.43 inch
Contributors
Author Manning Schutze
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