Dependency parsing /

Bibliographic Details
Main Author:	Kübler, Sandra
Other Authors:	McDonald, Ryan, Nivre, Joakim
Format:	Book
Language:	English
Published:	San Rafael, Calif. : Morgan & Claypool, US, 2009.
Series:	Synthesis lectures on human language technologies ; no. 2.
Subjects:	Parsing (Computer grammar) Dependency grammar. Natural language processing (Computer science) Computational linguistics.

Table of Contents:

Introduction
Dependency grammar
Dependency parsing
Summary and further reading
Dependency parsing
Dependency graphs and trees
Properties of dependency trees
Projective dependency trees
Formal definition of dependency parsing
Summary and further reading
Transition-based parsing
Transition systems
Parsing algorithm
Classifier-based parsing
Feature representations
Training data
Classifiers
Varieties of transition-based parsing
Changing the transition system
Changing the parsing algorithm
Pseudo-projective parsing
Summary and further reading
Graph-based parsing
Arc-factored models
Arc-factored parsing algorithms
Reducing labeled to unlabeled parsing
Non-projective parsing algorithms
Projective parsing algorithms
Learning arc-factored models
Parameter and feature representations
Training data
Learning the parameters
Beyond arc-factored models
Summary and further reading
Grammar-based parsing
Context-free dependency grammar
Parsing with bilexical grammars
Constraint dependency grammar
Weighted constraint dependency grammar
Transformation-based constraint dependency parsing
Summary and further reading
Evaluation
Evaluation metrics
Dependencies for cross-framework parser evaluation
Converting constituent treebanks into dependency formats
The CoNLL shared tasks on dependency parsing
Summary and further reading
Comparison
Comparing transition-based and graph-based models
Comparing grammar-based and data-driven models
Summary and further reading
Final thoughts
Resources
Parsers
Treebanks
Dependency parsing wiki
Bibliography
Author biographies.