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FoundationsofStatisticalNaturalLanguageProcessing统计自然语言处理基础(优秀英文...
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FoundationsofStatisticalNaturalLanguageProcessing统计自然语言处理基础(优秀英文原版教材).pdf
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Foundations
of
Statistical
Natural
Language
Processing
Christopher D. Manning
Hinrich
The MIT Press
Cambridge, Massachusetts
London, England
Second printing,
1999 Massachusetts Institute of Technology
Second printing with corrections, 2000
All rights reserved. No part of this book may be reproduced in any form by any
electronic or mechanical means (including photocopying, recording, or informa-
tion storage and retrieval) without permission in writing from the publisher.
Typeset in
Bright by the authors using
Printed and bound in the United States of America.
Library of Congress Cataloging-in-Publication Information
Manning, Christopher D.
Foundations of statistical natural language processing
Christopher D.
Manning, Hinrich Schutze.
p. cm.
Includes bibliographical references (p.
and index.
ISBN 0-262-13360-l
1. Computational linguistics-Statistical methods. I. Schutze, Hinrich.
II. Title.
1999
99-21137
Brief Contents
I
Preliminaries 1
1
Introduction 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
12
Probabilistic Parsing
407
381
Iv
Applications and Techniques
461
13
Statistical Alignment and Machine Translation
14
Clustering
495
15
Topics in Information Retrieval
529
16
Text Categorization 575
463
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