Inductive Dependency Parsing
Title:
Inductive Dependency Parsing
Author:
Nivre, Joakim. author.
ISBN:
9781402048890
Personal Author:
Physical Description:
XII, 212 p. online resource.
Series:
Text, Speech and Language Technology, 34
Contents:
Natural Language Parsing -- Dependency Parsing -- Inductive Dependency Parsing -- Treebank Parsing -- Conclusion.
Abstract:
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.
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Electronic Access:
http://dx.doi.org/10.1007/1-4020-4889-0