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chen wenliang; zhang min - semi-supervised dependency parsing

Semi-Supervised Dependency Parsing

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Dettagli

Genere:Libro
Lingua: Inglese
Editore:

Springer

Pubblicazione: 10/2016
Edizione: Softcover reprint of the original 1st ed. 2015





Trama

This book presents a comprehensive overview of semi-supervised approaches to dependency parsing. Having become increasingly popular in recent years, one of the main reasons for their success is that they can make use of large unlabeled data together with relatively small labeled data and have shown their advantages in the context of dependency parsing for many languages. Various semi-supervised dependency parsing approaches have been proposed in recent works which utilize different types of information gleaned from unlabeled data. The book offers readers a comprehensive introduction to these approaches, making it ideally suited as a textbook for advanced undergraduate and graduate students and researchers in the fields of syntactic parsing and natural language processing.




Sommario

1 Introduction.- 2 Dependency Parsing Models.- 3 Overview of Semi-supervised Dependency Parsing Approaches.- 4 Training with Auto-parsed Whole Trees.- 5 Training with Lexical Information.- 6 Training with Bilexical Dependencies.- 7 Training with Subtree Structures.- 8 Training with Dependency Language Models.- 9 Training with Meta Features.- 10 Closing Remarks.











Altre Informazioni

ISBN:

9789811012341

Condizione: Nuovo
Dimensioni: 235 x 155 mm
Formato: Brossura
Illustration Notes:VIII, 144 p. 61 illus., 13 illus. in color.
Pagine Arabe: 144
Pagine Romane: viii


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