Semi-supervised dependency parsing

著者

• Chen, Wenliang (Computational linguist)
• Zhang, Min

書誌事項

Semi-supervised dependency parsing

Wenliang Chen, Min Zhang

Springer, c2015

注記

Includes bibliographical references

内容説明・目次

内容説明

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.

目次

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.

「Nielsen BookData」 より

詳細情報

• NII書誌ID(NCID): BB20068937
• ISBN:
  • 9789812875518
• LCCN: 2015941148
• 出版国コード: si
• タイトル言語コード: eng
• 本文言語コード: eng
• 出版地: Singapore
• ページ数/冊数: viii, 144 p.
• 大きさ: 24 cm
• 分類:
  • DC23 : 006.35
• 件名:
  • LCSH : Parsing (Computer grammar)
  • LCSH : Dependency grammar