Mining Text Data (Hardcover)
暫譯: 文本數據挖掘 (精裝版)

Charu C. Aggarwal, ChengXiang Zhai

  • 出版商: Springer
  • 出版日期: 2012-02-03
  • 售價: $9,810
  • 貴賓價: 9.5$9,320
  • 語言: 英文
  • 頁數: 524
  • 裝訂: Hardcover
  • ISBN: 1461432227
  • ISBN-13: 9781461432227
  • 海外代購書籍(需單獨結帳)

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商品描述

Text mining applications have experienced tremendous advances because of web 2.0 and social networking applications. Recent advances in hardware and software technology have lead to a number of unique scenarios where text mining algorithms are learned. Mining Text Data introduces an important niche in the text analytics field, and is an edited volume contributed by leading international researchers and practitioners focused on social networks & data mining. This book contains a wide swath in topics across social networks & data mining. Each chapter contains a comprehensive survey including the key research content on the topic, and the future directions of research in the field. There is a special focus on Text Embedded with Heterogeneous and Multimedia Data which makes the mining process much more challenging. A number of methods have been designed such as transfer learning and cross-lingual mining for such cases. Mining Text Data simplifies the content, so that advanced-level students, practitioners and researchers in computer science can benefit from this book. Academic and corporate libraries, as well as ACM, IEEE, and Management Science focused on information security, electronic commerce, databases, data mining, machine learning, and statistics are the primary buyers for this reference book.

商品描述(中文翻譯)

文本挖掘應用因為 Web 2.0 和社交網絡應用而經歷了巨大的進步。近期硬體和軟體技術的進展導致了許多獨特的情境,讓文本挖掘演算法得以學習。《挖掘文本數據》在文本分析領域中引入了一個重要的利基,這是一本由國際領先的研究者和實務者編輯的專著,專注於社交網絡和數據挖掘。本書涵蓋了社交網絡和數據挖掘的廣泛主題。每一章都包含了該主題的綜合調查,包括關鍵的研究內容以及該領域未來的研究方向。特別關注於嵌入異質和多媒體數據的文本,這使得挖掘過程變得更加具有挑戰性。為此,設計了多種方法,如轉移學習和跨語言挖掘。《挖掘文本數據》簡化了內容,使得計算機科學的高級學生、實務者和研究人員都能從這本書中受益。學術和企業圖書館,以及專注於資訊安全、電子商務、數據庫、數據挖掘、機器學習和統計的 ACM、IEEE 和管理科學等機構,都是這本參考書的主要買家。

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