Dependency parsing: Sandra Kübler (Department of Linguistics, Indiana University), Ryan McDonald (Google Research), Joakim Nivre (Department of Linguistics and Philology, Uppsala University, School of Mathematics and System Engineering, Växjö University)
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...
Gespeichert in:
| Hauptverfasser: | , , |
|---|---|
| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
[San Rafael, California]
Morgan & Claypool
[2009]
|
| Schriftenreihe: | Synthesis Lectures on Human Language Technologies
#2 |
| Schlagworte: | |
| Online-Zugang: | UER01 Volltext |
| Zusammenfassung: | 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 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 |
| Beschreibung: | Description based upon print version of record |
| Beschreibung: | 1 Online-Ressource (XII, 115 Seiten) |
| ISBN: | 9781598295979 |
| DOI: | 10.2200/S00169ED1V01Y200901HLT002 |
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| 245 | 1 | 0 | |a Dependency parsing |b Sandra Kübler (Department of Linguistics, Indiana University), Ryan McDonald (Google Research), Joakim Nivre (Department of Linguistics and Philology, Uppsala University, School of Mathematics and System Engineering, Växjö University) |
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| 505 | 8 | |a Synthesis Lectures on Human Language Technologies; Contents; Preface; 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 | |
| 505 | 8 | |a Pseudo-Projective ParsingSummary 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 | |
| 505 | 8 | |a Transformation-Based Constraint Dependency ParsingSummary and Further Reading; Evaluation; Evaluation Metrics; Dependencies for Cross-Framework Parser Evaluation; Converting Constituent Treebanks intoDependency Formats; Converting Constituent Treebanks into Dependency Formats; The CoNLL Shared Tasks on DependencyParsing; 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 | |
| 505 | 8 | |a Dependency Parsing WikiBibliography; Author Biographies | |
| 520 | 3 | |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 | |
| 520 | 3 | |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 | |
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Datensatz im Suchindex
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| any_adam_object | |
| author | Kübler, Sandra McDonald, Ryan Nivre, Joakim |
| author_GND | (DE-588)1065892659 (DE-588)141446021 |
| author_facet | Kübler, Sandra McDonald, Ryan Nivre, Joakim |
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| building | Verbundindex |
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| contents | Synthesis Lectures on Human Language Technologies; Contents; Preface; 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 ParsingSummary 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 ParsingSummary and Further Reading; Evaluation; Evaluation Metrics; Dependencies for Cross-Framework Parser Evaluation; Converting Constituent Treebanks intoDependency Formats; Converting Constituent Treebanks into Dependency Formats; The CoNLL Shared Tasks on DependencyParsing; 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 WikiBibliography; Author Biographies |
| ctrlnum | (OCoLC)1016960827 (DE-599)GBV723614830 |
| discipline | Sprachwissenschaft Informatik Literaturwissenschaft |
| doi_str_mv | 10.2200/S00169ED1V01Y200901HLT002 |
| format | Electronic eBook |
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| institution | BVB |
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| publishDate | 2009 |
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| series | Synthesis Lectures on Human Language Technologies |
| series2 | Synthesis Lectures on Human Language Technologies |
| spelling | Kübler, Sandra Verfasser (DE-588)1065892659 aut Dependency parsing Sandra Kübler (Department of Linguistics, Indiana University), Ryan McDonald (Google Research), Joakim Nivre (Department of Linguistics and Philology, Uppsala University, School of Mathematics and System Engineering, Växjö University) [San Rafael, California] Morgan & Claypool [2009] © 2009 1 Online-Ressource (XII, 115 Seiten) txt rdacontent c rdamedia cr rdacarrier Synthesis Lectures on Human Language Technologies #2 Description based upon print version of record Synthesis Lectures on Human Language Technologies; Contents; Preface; 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 ParsingSummary 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 ParsingSummary and Further Reading; Evaluation; Evaluation Metrics; Dependencies for Cross-Framework Parser Evaluation; Converting Constituent Treebanks intoDependency Formats; Converting Constituent Treebanks into Dependency Formats; The CoNLL Shared Tasks on DependencyParsing; 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 WikiBibliography; Author Biographies 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 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 Syntaktische Analyse (DE-588)4058778-2 gnd rswk-swf Dependenzgrammatik (DE-588)4070299-6 gnd rswk-swf Computerlinguistik (DE-588)4035843-4 gnd rswk-swf Electronic books Dependenzgrammatik (DE-588)4070299-6 s Syntaktische Analyse (DE-588)4058778-2 s DE-604 Computerlinguistik (DE-588)4035843-4 s 1\p DE-604 McDonald, Ryan Verfasser (DE-588)141446021 aut Nivre, Joakim Verfasser aut Erscheint auch als Druck-Ausgabe, Paperback 978-1-59829-596-2 Synthesis Lectures on Human Language Technologies #2 (DE-604)BV044272354 2 https://doi.org/10.2200/S00169ED1V01Y200901HLT002 Verlag URL des Erstveröffentlichers Volltext 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Kübler, Sandra McDonald, Ryan Nivre, Joakim Dependency parsing Sandra Kübler (Department of Linguistics, Indiana University), Ryan McDonald (Google Research), Joakim Nivre (Department of Linguistics and Philology, Uppsala University, School of Mathematics and System Engineering, Växjö University) Synthesis Lectures on Human Language Technologies Synthesis Lectures on Human Language Technologies; Contents; Preface; 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 ParsingSummary 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 ParsingSummary and Further Reading; Evaluation; Evaluation Metrics; Dependencies for Cross-Framework Parser Evaluation; Converting Constituent Treebanks intoDependency Formats; Converting Constituent Treebanks into Dependency Formats; The CoNLL Shared Tasks on DependencyParsing; 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 WikiBibliography; Author Biographies Syntaktische Analyse (DE-588)4058778-2 gnd Dependenzgrammatik (DE-588)4070299-6 gnd Computerlinguistik (DE-588)4035843-4 gnd |
| subject_GND | (DE-588)4058778-2 (DE-588)4070299-6 (DE-588)4035843-4 |
| title | Dependency parsing Sandra Kübler (Department of Linguistics, Indiana University), Ryan McDonald (Google Research), Joakim Nivre (Department of Linguistics and Philology, Uppsala University, School of Mathematics and System Engineering, Växjö University) |
| title_auth | Dependency parsing Sandra Kübler (Department of Linguistics, Indiana University), Ryan McDonald (Google Research), Joakim Nivre (Department of Linguistics and Philology, Uppsala University, School of Mathematics and System Engineering, Växjö University) |
| title_exact_search | Dependency parsing Sandra Kübler (Department of Linguistics, Indiana University), Ryan McDonald (Google Research), Joakim Nivre (Department of Linguistics and Philology, Uppsala University, School of Mathematics and System Engineering, Växjö University) |
| title_full | Dependency parsing Sandra Kübler (Department of Linguistics, Indiana University), Ryan McDonald (Google Research), Joakim Nivre (Department of Linguistics and Philology, Uppsala University, School of Mathematics and System Engineering, Växjö University) |
| title_fullStr | Dependency parsing Sandra Kübler (Department of Linguistics, Indiana University), Ryan McDonald (Google Research), Joakim Nivre (Department of Linguistics and Philology, Uppsala University, School of Mathematics and System Engineering, Växjö University) |
| title_full_unstemmed | Dependency parsing Sandra Kübler (Department of Linguistics, Indiana University), Ryan McDonald (Google Research), Joakim Nivre (Department of Linguistics and Philology, Uppsala University, School of Mathematics and System Engineering, Växjö University) |
| title_short | Dependency parsing |
| title_sort | dependency parsing sandra kubler department of linguistics indiana university ryan mcdonald google research joakim nivre department of linguistics and philology uppsala university school of mathematics and system engineering vaxjo university |
| title_sub | Sandra Kübler (Department of Linguistics, Indiana University), Ryan McDonald (Google Research), Joakim Nivre (Department of Linguistics and Philology, Uppsala University, School of Mathematics and System Engineering, Växjö University) |
| topic | Syntaktische Analyse (DE-588)4058778-2 gnd Dependenzgrammatik (DE-588)4070299-6 gnd Computerlinguistik (DE-588)4035843-4 gnd |
| topic_facet | Syntaktische Analyse Dependenzgrammatik Computerlinguistik |
| url | https://doi.org/10.2200/S00169ED1V01Y200901HLT002 |
| volume_link | (DE-604)BV044272354 |
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