Inductive Dependency Parsing
Inductive Dependency Parsing

LIBRAIRIE CARCAJOU

Inductive Dependency Parsing

De Librairie Carcajou

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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.

Written for:

Researchers and system developers in the Language Technology field, graduate or advanced undergraduate students

Keywords:
machine learning
memory-based
syntactic parsing

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