Automatic Text Summarization (Hardcover)
暫譯: 自動文本摘要 (精裝版)
Juan Manuel Torres Moreno
- 出版商: Wiley
- 出版日期: 2014-12-15
- 定價: $3,980
- 售價: 9.5 折 $3,781
- 語言: 英文
- 頁數: 320
- 裝訂: Hardcover
- ISBN: 1848216688
- ISBN-13: 9781848216686
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相關分類:
大數據 Big-data、Text-mining
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商品描述
Textual information in the form of digital documents quickly accumulates to create huge amounts of data. The majority of these documents are unstructured: it is unrestricted text and has not been organized into traditional databases. Processing documents is therefore a perfunctory task, mostly due to a lack of standards. It has thus become extremely difficult to implement automatic text analysis tasks. Automatic Text Summarization (ATS), by condensing the text while maintaining relevant information, can help to process this ever-increasing, difficult-to-handle, mass of information.
This book examines the motivations and different algorithms for ATS. The author presents the recent state of the art before describing the main problems of ATS, as well as the difficulties and solutions provided by the community. The book provides recent advances in ATS, as well as current applications and trends. The approaches are statistical, linguistic and symbolic. Several examples are also included in order to clarify the theoretical concepts.
商品描述(中文翻譯)
文本資訊以數位文件的形式迅速累積,形成大量數據。這些文件大多是非結構化的:它們是無限制的文本,並未組織成傳統的資料庫。因此,處理文件成為一項例行公事,主要是因為缺乏標準。因此,實施自動文本分析任務變得極其困難。自動文本摘要(Automatic Text Summarization, ATS)通過在保持相關資訊的同時壓縮文本,可以幫助處理這些不斷增加、難以處理的大量資訊。
本書探討了ATS的動機和不同的演算法。作者在描述ATS的主要問題以及社群提供的困難和解決方案之前,介紹了最新的技術現狀。本書提供了ATS的最新進展,以及當前的應用和趨勢。這些方法包括統計、語言學和符號學。書中還包含了幾個例子,以便澄清理論概念。