HANDBOOK OF NATURAL LANGUAGE PROCESSING SECOND EDITION

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 vii 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

The Oxford Handbook of Computational Linguistics 1st ed

Introduction 1 Part I Formal Foundations 9 1 Formal Language Theory 11 SHULY WINTNER 2 Computational Complexity in Natural Language 43 IAN PRATT-HARTMANN 3 Statistical Language Modeling 74 CIPRIAN CHELBA 4 Theory of Parsing 105 MARK-JAN NEDERHOF AND GIORGIO SATTA Part II Current Methods 131 5 Maximum Entropy Models 133 ROBERT MALOUF 6 Memory-Based Learning 154 WALTER DAELEMANS AND ANTAL VAN DEN BOSCH 7 Decision Trees 180 HELMUT SCHMID 8 Unsupervised Learning and Grammar Induction 197 ALEXANDER CLARK AND SHALOM LAPPIN 9 Artificial Neural Networks 221 JAMES B. HENDERSON “9781405155816_1_000” — 2010/5/14 — 16:54 — page viii — #8 viii Contents 10 Linguistic Annotation 238 MARTHA PALMER AND NIANWEN XUE 11 Evaluation of NLP Systems 271 PHILIP RESNIK AND JIMMY LIN Part III Domains of Application 297 12 Speech Recognition 299 STEVE RENALS AND THOMAS HAIN 13 Statistical Parsing 333 STEPHEN CLARK 14 Segmentation and Morphology 364 JOHN A. GOLDSMITH 15 Computational Semantics 394 CHRIS FOX 16 Computational Models of Dialogue 429 JONATHAN GINZBURG AND RAQUEL FERNÁNDEZ 17 Computational Psycholinguistics 482 MATTHEW W. CROCKER Part IV Applications 515 18 Information Extraction 517 RALPH GRISHMAN 19 Machine Translation 531 ANDY WAY 20 Natural Language Generation 574 EHUD REITER 21 Discourse Processing 599 RUSLAN MITKOV 22 Question Answering 630 BONNIE WEBBER AND NICK WEBB References 655 Author Index 742 Subject Index 763

---

---

http://santini.se/teaching/sais/ClarkEtAl2010_HandbookNLP.pdf