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
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Foundations of Statistical Natural Language Processing
Christopher D. Manning
and
Hinrich Schütze
List of Tables
xv
List of Figures
xxi
Table of Notations
xxv
Preface
Sample Chapter - Download PDF (85 KB)
xxix
Road Map
Sample Chapter - Download PDF (94 KB)
xxxv
I
Preliminaries
1
1
Introduction
Sample Chapter - Download PDF (263 KB)
3
2
Mathematical Foundations
39
3
Linguistic Essentials
81
4
Corpus-Based Work
117
II
Words
149
5
Collocations
151
6
Statistical Inference:
n
-gram Models over Sparse Data
191
7
Word Sense Disambiguation
229
8
Lexical Acquisition
265
III
Grammar
315
9
Markov Models
317
10
Part-of-Speech Tagging
341
11
Probabilistic Context Free Grammars
381
12
Probabilistic Parsing
407
IV
Applications and Techniques
461
13
Statistical Alignment and Machine Translation
463
14
Clustering
495
15
Topics in Information Retrieval
529
16
Text Categorization
575
Tiny Statistical Tables
609
Bibliography
Sample Chapter - Download PDF (263 KB)
611
Index
Sample Chapter - Download PDF (130 KB)
657
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