Natural Language Data Management and Interfaces
暫譯: 自然語言數據管理與介面
Li, Yunyao, Rafiei, Davood, Jagadish, H. V.
- 出版商: Morgan & Claypool
- 出版日期: 2018-08-13
- 售價: $3,050
- 貴賓價: 9.5 折 $2,898
- 語言: 英文
- 頁數: 156
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1681734109
- ISBN-13: 9781681734101
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商品描述
The volume of natural language text data has been rapidly increasing over the past two decades, due to factors such as the growth of the Web, the low cost associated with publishing, and the progress on the digitization of printed texts. This growth combined with the proliferation of natural language systems for search and retrieving information provides tremendous opportunities for studying some of the areas where database systems and natural language processing systems overlap.
This book explores two interrelated and important areas of overlap: (1) managing natural language data and (2) developing natural language interfaces to databases. It presents relevant concepts and research questions, state-of-the-art methods, related systems, and research opportunities and challenges covering both areas. Relevant topics discussed on natural language data management include data models, data sources, queries, storage and indexing, and transforming natural language text. Under natural language interfaces, it presents the anatomy of these interfaces to databases, the challenges related to query understanding and query translation, and relevant aspects of user interactions. Each of the challenges is covered in a systematic way: first starting with a quick overview of the topics, followed by a comprehensive view of recent techniques that have been proposed to address the challenge along with illustrative examples. It also reviews some notable systems in details in terms of how they address different challenges and their contributions. Finally, it discusses open challenges and opportunities for natural language management and interfaces.
The goal of this book is to provide an introduction to the methods, problems, and solutions that are used in managing natural language data and building natural language interfaces to databases. It serves as a starting point for readers who are interested in pursuing additional work on these exciting topics in both academic and industrial environments.
商品描述(中文翻譯)
自然語言文本數據的量在過去二十年中迅速增加,這是由於網路的增長、出版成本的降低以及印刷文本數字化進展等因素所致。這種增長,加上自然語言系統在搜索和檢索信息方面的普及,為研究數據庫系統與自然語言處理系統重疊的一些領域提供了巨大的機會。
本書探討了兩個相互關聯且重要的重疊領域:(1) 管理自然語言數據和 (2) 開發自然語言數據庫介面。它介紹了相關的概念和研究問題、最先進的方法、相關系統以及涵蓋這兩個領域的研究機會和挑戰。關於自然語言數據管理的相關主題包括數據模型、數據來源、查詢、存儲和索引,以及轉換自然語言文本。在自然語言介面方面,它介紹了這些介面與數據庫的結構、與查詢理解和查詢翻譯相關的挑戰,以及用戶互動的相關方面。每個挑戰都以系統化的方式進行探討:首先簡要概述主題,然後全面介紹最近提出的解決該挑戰的技術,並附上示例。它還詳細回顧了一些顯著的系統,說明它們如何應對不同的挑戰及其貢獻。最後,討論了自然語言管理和介面的開放挑戰和機會。
本書的目標是提供一個關於管理自然語言數據和構建自然語言數據庫介面的方法、問題和解決方案的介紹。它為有興趣在學術和工業環境中進一步研究這些令人興奮的主題的讀者提供了一個起點。