The handbook of computational linguistics and natural language processing

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書誌事項

The handbook of computational linguistics and natural language processing

edited by Alexander Clark, Chris Fox, and Shalom Lappin

（Blackwell handbooks in linguistics）

Wiley-Blackwell, 2010

  • : hbk

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注記

Includes bibliographical references and indexes

内容説明・目次

内容説明

This comprehensive reference work provides an overview of the concepts, methodologies, and applications in computational linguistics and natural language processing (NLP). Features contributions by the top researchers in the field, reflecting the work that is driving the discipline forward Includes an introduction to the major theoretical issues in these fields, as well as the central engineering applications that the work has produced Presents the major developments in an accessible way, explaining the close connection between scientific understanding of the computational properties of natural language and the creation of effective language technologies Serves as an invaluable state-of-the-art reference source for computational linguists and software engineers developing NLP applications in industrial research and development labs of software companies

目次

List of Figures ix List of Tables xiv Notes on Contributors xv Preface xxiii 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 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 FERNANDEZ 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

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