The Handbook of Computational Linguistics and Natural Language Processing

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Alexander Clark, Chris Fox, Shalom Lappin
John Wiley & Sons, 4 oct 2012 - 800 páginas
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
 

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Índice

Formal Language Theory
11
Computational Complexity in Natural Language
43
Statistical Language Modeling
74
Theory of Parsing
105
Maximum Entropy Models
133
MemoryBased Learning
154
Decision Trees
180
Unsupervised Learning and Grammar Induction
197
Segmentation and Morphology
364
Computational Semantics
394
Computational Models of Dialogue
429
Computational Psycholinguistics
482
Applications
515
Machine Translation
531
Natural Language Generation
574
Discourse Processing
599

Artificial Neural Networks
221
Linguistic Annotation
238
Evaluation of NLP Systems
271
Speech Recognition
299
Statistical Parsing
333
Question Answering
630
References
655
Author Index
742
Subject Index
763
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Sobre el autor (2012)

Alexander Clark is a Lecturer in the Department of Computer Science at Royal Holloway, University of London. He is the co-author, with Shalom Lappin, of Linguistic Nativism and the Poverty of the Stimulus (Wiley-Blackwell, 2010).

Chris Fox is a Reader in the School of Computer Science and Electronic Engineering at the University of Essex. He has also taught at Goldsmiths College, University of London, and King's College London. He is co-author, with Shalom Lappin, of Foundations of Intensional Semantics (Wiley-Blackwell, 2005).

Shalom Lappin is Professor of Computational Linguistics at King's College London. He is editor of the Handbook of Contemporary Semantic Theory (1996); co-author, with Chris Fox, of Foundations of Intensional Semantics (2005); and, with Alexander Clark, co-author of Linguistic Nativism and the Poverty of the Stimulus (2010), all published by Wiley-Blackwell.

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