Dependency parsing /

Dependency-based methods for syntactic parsing have become increasingly popular in natural language processing in recent years. This book gives a thorough introduction to the methods that are most widely used today. After an introduction to dependency grammar and dependency parsing, followed by a fo...

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Bibliographic Details
Main Author: Kübler, Sandra
Other Authors: McDonald, Ryan, Nivre, Joakim
Format: eBook
Language:English
Published: San Rafael, Calif. (1537 Fourth Street, San Rafael, CA 94901 USA) : Morgan & Claypool Publishers, [2009]
Series:Synthesis lectures on human language technologies (Online) ; # 2.
Subjects:
Online Access:Connect to the full text of this electronic book

MARC

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245 1 0 |a Dependency parsing /  |c Sandra Kübler, Ryan McDonald, and Joakim Nivre. 
264 1 |a San Rafael, Calif. (1537 Fourth Street, San Rafael, CA 94901 USA) :  |b Morgan & Claypool Publishers,  |c [2009] 
264 4 |c ©2009 
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490 1 |a Synthesis lectures on human language technologies ;  |v # 2 
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538 |a System requirements: Adobe Acrobat reader. 
500 |a Part of: Synthesis digital library of engineering and computer science. 
500 |a Title from PDF title page (viewed Jan. 8, 2009). 
500 |a Series from website. 
504 |a Includes bibliographical references (pages 101-114). 
505 0 |a 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. 
506 |a Abstract freely available; full-text restricted to subscribers or individual document purchasers. 
520 |a Dependency-based methods for syntactic parsing have become increasingly popular in natural language processing in recent years. This book gives a thorough introduction to the methods that are most widely used today. After an introduction to dependency grammar and dependency parsing, followed by a formal characterization of the dependency parsing problem, the book surveys the three major classes of parsing models that are in current use: transition-based, graph-based, and grammar-based models. It continues with a chapter on evaluation and one on the comparison of different methods, and it closes with a few words on current trends and future prospects of dependency parsing. The book presupposes a knowledge of basic concepts in linguistics and computer science, as well as some knowledge of parsing methods for constituency-based representations. 
530 |a Also available in print. 
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650 0 |a Parsing (Computer grammar) 
650 0 |a Dependency grammar. 
650 0 |a Natural language processing (Computer science) 
650 0 |a Computational linguistics. 
655 0 |a Electronic books. 
700 1 |a McDonald, Ryan. 
700 1 |a Nivre, Joakim. 
730 0 |a Synthesis digital library of engineering and computer science. 
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