000 04834nam a2200589 i 4500
001 6813567
003 IEEE
005 20200413152852.0
006 m eo d
007 cr cn |||m|||a
008 090108s2009 caua foab 000 0 eng d
020 _a9781598295979 (electronic bk.)
020 _a9781598295962 (pbk.)
024 7 _a10.2200/S00169ED1V01Y200901HLT002
_2doi
035 _a(CaBNVSL)gtp00532329
035 _a(OCoLC)299803264
040 _aCaBNVSL
_cCaBNVSL
_dCaBNVSL
050 4 _aP98.5.P38
_bK833 2009
082 0 4 _a410.285
_222
100 1 _aKübler, Sandra.
245 1 0 _aDependency parsing
_h[electronic resource] /
_cSandra Kübler, Ryan McDonald, and Joakim Nivre.
260 _aSan Rafael, Calif. (1537 Fourth Street, San Rafael, CA 94901 USA) :
_bMorgan & Claypool Publishers,
_cc2009.
300 _a1 electronic text (115 p. : ill.) :
_bdigital file.
490 1 _aSynthesis lectures on human language technologies ;
_v# 2
538 _aMode of access: World Wide Web.
538 _aSystem requirements: Adobe Acrobat reader.
500 _aPart of: Synthesis digital library of engineering and computer science.
500 _aSeries from website.
504 _aIncludes bibliographical references (p. 101-114).
505 0 _aIntroduction -- 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 1 _aAbstract freely available; full-text restricted to subscribers or individual document purchasers.
510 0 _aCompendex
510 0 _aINSPEC
510 0 _aGoogle scholar
510 0 _aGoogle book search
520 _aDependency-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 _aAlso available in print.
588 _aTitle from PDF t.p. (viewed on January 8, 2009).
650 0 _aParsing (Computer grammar)
650 0 _aDependency grammar.
650 0 _aNatural language processing (Computer science)
650 0 _aComputational linguistics.
690 _aParsing.
690 _aSyntax.
690 _aDependency parsing.
690 _aDependency grammar.
700 1 _aMcDonald, Ryan.
700 1 _aNivre, Joakim.
730 0 _aSynthesis digital library of engineering and computer science.
830 0 _aSynthesis lectures on human language technologies ;
_v# 2.
856 4 2 _3Abstract with links to resource
_uhttp://ieeexplore.ieee.org/servlet/opac?bknumber=6813567
999 _c561654
_d561654