Language Processing with Perl and Prolog: Theories, Implementation, and Application

Framsida
Springer, 6 aug. 2014 - 662 sidor

The areas of natural language processing and computational linguistics have continued to grow in recent years, driven by the demand to automatically process text and spoken data. With the processing power and techniques now available, research is scaling up from lab prototypes to real-world, proven applications.

This book teaches the principles of natural language processing, first covering practical linguistics issues such as encoding and annotation schemes, defining words, tokens and parts of speech and morphology, as well as key concepts in machine learning, such as entropy, regression and classification, which are used throughout the book. It then details the language-processing functions involved, including part-of-speech tagging using rules and stochastic techniques, using Prolog to write phase-structure grammars, syntactic formalisms and parsing techniques, semantics, predicate logic and lexical semantics and analysis of discourse and applications in dialogue systems. A key feature of the book is the author's hands-on approach throughout, with sample code in Prolog and Perl, extensive exercises, and a detailed introduction to Prolog. The reader is supported with a companion website that contains teaching slides, programs and additional material.

The second edition is a complete revision of the techniques exposed in the book to reflect advances in the field the author redesigned or updated all the chapters, added two new ones and considerably expanded the sections on machine-learning techniques.

 

Innehåll

1 An Overview of Language Processing
1
2 Corpus Processing Tools
23
3 Encoding and Annotation Schemes
65
4 Topics in Information Theory and Machine Learning
87
5 Counting Words
122
6 Words Parts of Speech and Morphology
169
7 PartofSpeech Tagging Using Rules
204
8 PartofSpeech Tagging Using Statistical Techniques
223
12 Constituent Parsing
370
13 Dependency Parsing
403
14 Semantics and Predicate Logic
438
15 Lexical Semantics
469
16 Discourse
511
17 Dialogue
552
Appendix A An Introduction to Prolog
575
References
631

9 PhraseStructure Grammars in Prolog
253
10 Partial Parsing
280
11 Syntactic Formalisms
321

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Om författaren (2014)

Pierre Nugues is a professor in the Dept. of Computer Science of Lund University. His research is focused on natural language processing for advanced user interfaces and spoken dialogue. This includes the design and the implementation of conversational agents within a multimodal framework and text visualization. He led the team that designed a navigation agent - Ulysse - that enables a user to navigate in a virtual reality environment using language, and the team that designed the CarSim system that generates animated 3D scenes from written texts. He has taught natural-language processing and computational linguistics at the following institutions: ISMRA, Caen, France; University of Nottingham, UK; Staffordshire University, UK; FH Konstanz, Germany; Lund University, Sweden and Ghent University, Belgium.

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