Data Analysis in the Cloud: Models, Techniques and Applications (Paperback)

Domenico Talia, Paolo Trunfio, Fabrizio Marozzo

  • 出版商: Elsevier Science
  • 出版日期: 2015-09-25
  • 售價: $1,500
  • 貴賓價: 9.5$1,425
  • 語言: 英文
  • 頁數: 150
  • 裝訂: Paperback
  • ISBN: 0128028815
  • ISBN-13: 9780128028810
  • 相關分類: Data Science
  • 立即出貨 (庫存 < 3)

商品描述

Data Analysis in the Cloud introduces and discusses models, methods, techniques, and systems to analyze the large number of digital data sources available on the Internet using the computing and storage facilities of the cloud.

Coverage includes scalable data mining and knowledge discovery techniques together with cloud computing concepts, models, and systems. Specific sections focus on map-reduce and NoSQL models. The book also includes techniques for conducting high-performance distributed analysis of large data on clouds. Finally, the book examines research trends such as Big Data pervasive computing, data-intensive exascale computing, and massive social network analysis.

  • Introduces data analysis techniques and cloud computing concepts
  • Describes cloud-based models and systems for Big Data analytics
  • Provides examples of the state-of-the-art in cloud data analysis
  • Explains how to develop large-scale data mining applications on clouds
  • Outlines the main research trends in the area of scalable Big Data analysis

商品描述(中文翻譯)

《雲端數據分析》介紹並討論了使用雲端計算和儲存設施來分析互聯網上大量數字數據來源的模型、方法、技術和系統。內容包括可擴展的數據挖掘和知識發現技術,以及雲端計算的概念、模型和系統。特定章節聚焦於Map-Reduce和NoSQL模型。本書還介紹了在雲端上進行高性能分散式大數據分析的技術。最後,本書探討了大數據普遍計算、數據密集型超級計算和大規模社交網絡分析等研究趨勢。

本書的主要內容包括:
- 介紹數據分析技術和雲端計算概念
- 描述用於大數據分析的基於雲端的模型和系統
- 提供雲端數據分析的最新實例
- 解釋如何在雲端上開發大規模數據挖掘應用程式
- 概述可擴展大數據分析領域的主要研究趨勢