Computational Approaches to Morphology and Syntax

Name: Computational Approaches to Morphology and Syntax
Brand: Oxford University Press, UK
Price: 54.29 EUR
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Richard Sproat Brian Roark(Autor*in)

Oxford University Press, UK

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Erschienen am 9. August 2007

337 Seiten

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Inhalt

Intro
Contents
General preface
Preface
List of Figures
List of Tables
Abbreviations
1. Introduction and Preliminaries
1.1. Introduction
1.2. Finite-State Automata and Transducers
1.3. Weights and Probabilities
1.4. Weighted Finite-State Automata and Transducers
1.5. A Synopsis of Algorithmic Issues
1.6. Computational Approaches to Morphology and Syntax
PART I. COMPUTATIONAL APPROACHES TO MORPHOLOGY
2. The Formal Characterization of Morphological Operations
2.1. Introduction
2.2. Syntagmatic Variation
2.3. Paradigmatic Variation
2.4. The Remaining Problem: Reduplication
2.5. Summary
3. The Relevance of Computational Issues for Morphological Theory
3.1. Introduction: Realizational versus Incremental Morphology
3.2. Stump's Theory
3.3. Computational Implementation of Fragments
3.4. Equivalence of Inferential-Realizational and Lexical-Incremental Approaches: A Formal Analysis
3.5. Conclusions
Appendix 3A: Lextools
Appendix 3B: XFST Implementation of Sanskrit
4. A Brief History of Computational Morphology
4.1. Introduction
4.2. The KIMMO Two-Level Morphological Analyzer
4.3. Summary
5. Machine Learning of Morphology
5.1. Introduction
5.2. Goldsmith, 2001
5.3. Schone and Jurafsky, 2001
5.4. Yarowsky and Wicentowski, 2001
5.5. Discussion
PART II. COMPUTATIONAL APPROACHES TO SYNTAX
6. Finite-state Approaches to Syntax
6.1. N-gram Models
6.2. Class-based Language Models
6.3. Part-of-Speech Tagging
6.4. NP Chunking and Shallow Parsing
6.5. Summary
7. Basic Context-free Approaches to Syntax
7.1. Grammars, Derivations and Trees
7.2. Deterministic Parsing Algorithms
7.3. Non-deterministic Parsing Algorithms
7.4. Summary
8. Enriched Context-free Approaches to Syntax
8.1. Stochastic CFG-based Parsing
8.2. Dependency Parsing
8.3. PCFG-based Language Models
8.4. Unsupervised Grammar Induction
8.5. Finite-state Approximations
8.6. Summary
9. Context-sensitive Approaches to Syntax
9.1. Unification Grammars and Parsing
9.2. Lexicalized Grammar Formalisms and Parsing
9.3. Parse Selection
9.4. Transduction Grammars
9.5. Summary
References
Name Index
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Language Index
Index
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