Natural Language Processing and Computational Linguistics 2: Semantics, Discourse and Applications
暫譯: 自然語言處理與計算語言學 2:語意、話語與應用

Mohamed Zakaria Kurdi

  • 出版商: Wiley-ISTE
  • 出版日期: 2018-02-28
  • 售價: $6,020
  • 貴賓價: 9.5$5,719
  • 語言: 英文
  • 頁數: 316
  • 裝訂: Hardcover
  • ISBN: 1848219210
  • ISBN-13: 9781848219212
  • 相關分類: Text-mining
  • 海外代購書籍(需單獨結帳)

商品描述

Natural Language Processing (NLP) is a scientific discipline which is found at the intersection of fields such as Artificial Intelligence, Linguistics, and Cognitive Psychology. This book presents in four chapters the state of the art and fundamental concepts of key NLP areas. Are presented in the first chapter the fundamental concepts in lexical semantics, lexical databases, knowledge representation paradigms, and ontologies. The second chapter is about combinatorial and formal semantics. Discourse and text representation as well as automatic discourse segmentation and interpretation, and anaphora resolution are the subject of the third chapter. Finally, in the fourth chapter, I will cover some aspects of large scale applications of NLP such as software architecture and their relations to cognitive models of NLP as well as the evaluation paradigms of NLP software. Furthermore, I will present in this chapter the main NLP applications such as Machine Translation (MT), Information Retrieval (IR), as well as Big Data and Information Extraction such as event extraction, sentiment analysis and opinion mining.

商品描述(中文翻譯)

自然語言處理(Natural Language Processing, NLP)是一個科學領域,位於人工智慧、語言學和認知心理學等領域的交集。本書分為四個章節,介紹NLP的最新技術和基本概念。第一章介紹詞彙語義學、詞彙資料庫、知識表示範式和本體論的基本概念。第二章則探討組合語義學和形式語義學。第三章的主題是話語和文本表示,以及自動話語分段和解釋,還有指代解析。最後,在第四章中,我將涵蓋NLP的大規模應用的一些方面,例如軟體架構及其與NLP的認知模型的關係,以及NLP軟體的評估範式。此外,我還將在本章中介紹主要的NLP應用,如機器翻譯(Machine Translation, MT)、資訊檢索(Information Retrieval, IR),以及大數據和資訊擷取,如事件擷取、情感分析和意見挖掘。