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: Electronic
Language:English
Published: San Rafael, Calif. (1537 Fourth Street, San Rafael, CA 94901 USA) : Morgan & Claypool Publishers, c2009.
Series:Synthesis lectures on human language technologies (Online) ; # 2.
Subjects:
Online Access:View fulltext via EzAccess
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020 # # |a 9781598295979 (electronic bk.) 
020 # # |a 9781598295962 (pbk.) 
024 7 # |a 10.2200/S00169ED1V01Y200901HLT002  |2 doi 
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040 # # |a CaBNvSL  |c CaBNvSL  |d CaBNvSL 
050 # 4 |a P98.5.P38  |b K833 2009 
082 0 4 |a 410.285  |2 22 
100 1 # |a Kübler, Sandra. 
245 1 0 |a Dependency parsing  |c Sandra Kübler, Ryan McDonald, and Joakim Nivre.  |h [electronic resource] / 
260 # # |a San Rafael, Calif. (1537 Fourth Street, San Rafael, CA 94901 USA) :  |b Morgan & Claypool Publishers,  |c c2009. 
300 # # |a 1 electronic text (115 p. : ill.) :  |b digital file. 
490 1 # |a Synthesis lectures on human language technologies ;  |v # 2 
500 # # |a Part of: Synthesis digital library of engineering and computer science. 
500 # # |a Title from PDF t.p. (viewed on January 8, 2009). 
500 # # |a Series from website. 
504 # # |a Includes bibliographical references (p. 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. 
510 0 # |a Compendex 
510 0 # |a INSPEC 
510 0 # |a Google scholar 
510 0 # |a Google book search 
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. 
538 # # |a Mode of access: World Wide Web. 
538 # # |a System requirements: Adobe Acrobat reader. 
650 # 0 |a Parsing (Computer grammar) 
650 # 0 |a Dependency grammar. 
650 # 0 |a Natural language processing (Computer science) 
650 # 0 |a Computational linguistics. 
690 # # |a Parsing. 
690 # # |a Syntax. 
690 # # |a Dependency parsing. 
690 # # |a Dependency grammar. 
700 1 # |a McDonald, Ryan. 
700 1 # |a Nivre, Joakim. 
730 0 # |a Synthesis digital library of engineering and computer science. 
830 # 0 |a Synthesis lectures on human language technologies (Online) ;  |v # 2. 
856 4 2 |u https://ezaccess.library.uitm.edu.my/login?url=http://dx.doi.org/10.2200/S00169ED1V01Y200901HLT002  |z View fulltext via EzAccess