Dependency Parsing von Sandra Kübler | ISBN 9783031021312

Dependency Parsing

von Sandra Kübler, Ryan McDonald und Joakim Nivre
Mitwirkende
Autor / AutorinSandra Kübler
Autor / AutorinRyan McDonald
Autor / AutorinJoakim Nivre
Buchcover Dependency Parsing | Sandra Kübler | EAN 9783031021312 | ISBN 3-031-02131-2 | ISBN 978-3-031-02131-2

Dependency Parsing

von Sandra Kübler, Ryan McDonald und Joakim Nivre
Mitwirkende
Autor / AutorinSandra Kübler
Autor / AutorinRyan McDonald
Autor / AutorinJoakim Nivre
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. Table of Contents: Introduction / Dependency Parsing / Transition-Based Parsing / Graph-Based Parsing / Grammar-Based Parsing / Evaluation / Comparison / Final Thoughts