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June 1999
718 pp.
$82.00/£60.95 (CLOTH)
Short

ISBN-10:
0-262-13360-1
ISBN-13:
978-0-262-13360-9

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Table of Contents
< BACK
Foundations of Statistical Natural Language Processing
Christopher D. Manning and Hinrich Schütze

List of Tablesxv
List of Figuresxxi
Table of Notationsxxv
Preface
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xxix
Road Map
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xxxv
IPreliminaries1
1Introduction
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3
2Mathematical Foundations39
3Linguistic Essentials81
4Corpus-Based Work117
IIWords 149
5Collocations151
6Statistical Inference: n-gram Models over Sparse Data191
7Word Sense Disambiguation229
8Lexical Acquisition265
IIIGrammar 315
9Markov Models317
10Part-of-Speech Tagging341
11Probabilistic Context Free Grammars381
12Probabilistic Parsing407
IVApplications and Techniques 461
13Statistical Alignment and Machine Translation463
14Clustering495
15Topics in Information Retrieval529
16Text Categorization575
Tiny Statistical Tables609
Bibliography
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611
Index
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657
 
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