Inductive Dependency Parsing

This book provides an in-depth description of the framework of inductive dependency parsing, a methodology for robust and efficient syntactic analysis of unrestricted natural language text. This methodology is based on two essential components: dependency-based syntactic representations and a data-d...

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Bibliographic Details
Main Author: Nivre, Joakim (Author)
Corporate Author: SpringerLink (Online service)
Format: Electronic eBook
Language:English
Published: Dordrecht : Springer Netherlands, 2006.
Series:Text, Speech and Language Technology, 34
Subjects:
Online Access:Full Text via HEAL-Link
Description
Summary:This book provides an in-depth description of the framework of inductive dependency parsing, a methodology for robust and efficient syntactic analysis of unrestricted natural language text. This methodology is based on two essential components: dependency-based syntactic representations and a data-driven approach to syntactic parsing. More precisely, it is based on a deterministic parsing algorithm in combination with inductive machine learning to predict the next parser action. The book includes a theoretical analysis of all central models and algorithms, as well as a thorough empirical evaluation of memory-based dependency parsing, using data from Swedish and English. Offering the reader a one-stop reference to dependency-based parsing of natural language, it is intended for researchers and system developers in the language technology field, and is also suited for graduate or advanced undergraduate education.
Physical Description:XII, 212 p. online resource.
ISBN:9781402048890
ISSN:1386-291X ;