Title | Inductive Dependency Parsing |
Publication Type | Book |
Year of Publication | 2006 |
Authors | Nivre J |
Series Title | Text, Speech and Language Technology |
Series Volume | 34 |
Number of Pages | 216 |
Publisher | Springer |
City | Dordrecht |
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. |
URL | http://books.google.com/books?hl=en&lr=&id=XP5YEN5cIVQC&oi=fnd&pg=PA1&ots=Yn2YWXLwwQ&sig=wEJyYZzKNqK-5_UiMuWDG8YDYTg |
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