PART I Classical Approaches
1 Classical Approaches to Natural Language Processing Robert Dale ................. 3
2 Text Preprocessing David D. Palmer.......................................................... 9
3 Lexical Analysis Andrew Hippisley............................................................. 31
4 Syntactic Parsing Peter Ljunglöf and Mats Wirén ......................................... 59
5 Semantic Analysis Cliff Goddard and Andrea C. Schalley ............................... 93
6 Natural Language Generation David D. McDonald ...................................... 121
PART II Empirical and Statistical Approaches
7 Corpus Creation Richard Xiao .................................................................. 147
8 Treebank Annotation Eva Hajicová, Anne Abeillé, Jan Haji ˇ c, Ji ˇ rí Mírovský, ˇ
and Zdenka Urešová ˇ .................................................................................. 167
9 Fundamental Statistical Techniques Tong Zhang ......................................... 189
10 Part-of-Speech Tagging Tunga Güngör ...................................................... 205
11 Statistical Parsing Joakim Nivre................................................................. 237
12 Multiword Expressions Timothy Baldwin and Su Nam Kim........................... 267
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viii Contents
13 Normalized Web Distance and Word Similarity Paul M.B. Vitányi
and Rudi L. Cilibrasi .................................................................................. 293
14 Word Sense Disambiguation David Yarowsky ............................................. 315
15 An Overview of Modern Speech Recognition Xuedong Huang and Li Deng ...... 339
16 Alignment Dekai Wu .............................................................................. 367
17 Statistical Machine Translation Abraham Ittycheriah.................................... 409
PART III Applications
18 Chinese Machine Translation Pascale Fung ................................................ 425
19 Information Retrieval Jacques Savoy and Eric Gaussier ................................. 455
20 Question Answering Diego Mollá-Aliod and José-Luis Vicedo ........................ 485
21 Information Extraction Jerry R. Hobbs and Ellen Riloff ................................. 511
22 Report Generation Leo Wanner ................................................................ 533
23 Emerging Applications of Natural Language Generation in Information
Visualization, Education, and Health Care Barbara Di Eugenio
and Nancy L. Green ................................................................................... 557
24 Ontology Construction Philipp Cimiano, Johanna Völker,
and Paul Buitelaar .................................................................................... 577
25 BioNLP: Biomedical Text Mining K. Bretonnel Cohen .................................. 605
26 Sentiment Analysis and Subjectivity Bing Liu .............................................. 627
Index ............................................................................................................ 667
https://karczmarczuk.users.greyc.fr/TEACH/TAL/Doc/Handbook%20Of%20Natural%20Language%20Processing,%20Second%20Edition%20Chapman%20&%20Hall%20Crc%20Machine%20Learning%20&%20Pattern%20Recognition%202010.pdf
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