Large Scale and Big Data: Processing and Management (Hardcover)
暫譯: 大規模與大數據:處理與管理(精裝版)
Sherif Sakr, Mohamed Gaber
- 出版商: Auerbach Publication
- 出版日期: 2014-06-25
- 售價: $3,465
- 貴賓價: 9.5 折 $3,292
- 語言: 英文
- 頁數: 636
- 裝訂: Hardcover
- ISBN: 1466581506
- ISBN-13: 9781466581500
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相關分類:
大數據 Big-data
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商品描述
Large Scale and Big Data: Processing and Management provides readers with a central source of reference on the data management techniques currently available for large-scale data processing. Presenting chapters written by leading researchers, academics, and practitioners, it addresses the fundamental challenges associated with Big Data processing tools and techniques across a range of computing environments.
The book begins by discussing the basic concepts and tools of large-scale Big Data processing and cloud computing. It also provides an overview of different programming models and cloud-based deployment models. The book’s second section examines the usage of advanced Big Data processing techniques in different domains, including semantic web, graph processing, and stream processing. The third section discusses advanced topics of Big Data processing such as consistency management, privacy, and security.
Supplying a comprehensive summary from both the research and applied perspectives, the book covers recent research discoveries and applications, making it an ideal reference for a wide range of audiences, including researchers and academics working on databases, data mining, and web scale data processing.
After reading this book, you will gain a fundamental understanding of how to use Big Data-processing tools and techniques effectively across application domains. Coverage includes cloud data management architectures, big data analytics visualization, data management, analytics for vast amounts of unstructured data, clustering, classification, link analysis of big data, scalable data mining, and machine learning techniques.
商品描述(中文翻譯)
《大型規模與大數據:處理與管理》為讀者提供了一個關於目前可用於大型數據處理的數據管理技術的核心參考來源。本書由領先的研究人員、學者和實務專家撰寫的章節,針對與大數據處理工具和技術相關的基本挑戰進行探討,涵蓋多種計算環境。
本書首先討論大型大數據處理和雲計算的基本概念和工具。接著提供不同編程模型和基於雲的部署模型的概述。本書的第二部分檢視在不同領域中使用先進的大數據處理技術,包括語義網、圖形處理和流處理。第三部分則討論大數據處理的進階主題,如一致性管理、隱私和安全性。
本書從研究和應用的角度提供了全面的總結,涵蓋了最近的研究發現和應用,使其成為一個理想的參考資料,適合包括從事數據庫、數據挖掘和網頁規模數據處理的研究人員和學者在內的廣泛讀者群。
閱讀本書後,您將對如何在應用領域中有效使用大數據處理工具和技術有基本的理解。內容包括雲數據管理架構、大數據分析可視化、數據管理、對大量非結構化數據的分析、聚類、分類、大數據的連結分析、可擴展的數據挖掘和機器學習技術。
