Big Data Analytics for Sensor-Network Collected Intelligence (Intelligent Data-Centric Systems: Sensor Collected Intelligence)
暫譯: 感測器網路收集智慧的大數據分析(智慧數據中心系統:感測器收集智慧)

Hui-Huang Hsu, Chuan-Yu Chang, Ching-Hsien Hsu

商品描述

Big Data Analytics for Sensor-Network Collected Intelligence explores state-of-the-art methods for using advanced ICT technologies to perform intelligent analysis on sensor collected data. The book shows how to develop systems that automatically detect natural and human-made events, how to examine people’s behaviors, and how to unobtrusively provide better services.

It begins by exploring big data architecture and platforms, covering the cloud computing infrastructure and how data is stored and visualized. The book then explores how big data is processed and managed, the key security and privacy issues involved, and the approaches used to ensure data quality.

In addition, readers will find a thorough examination of big data analytics, analyzing statistical methods for data analytics and data mining, along with a detailed look at big data intelligence, ubiquitous and mobile computing, and designing intelligence system based on context and situation.

  • Contains contributions from noted scholars in computer science and electrical engineering from around the globe
  • Provides a broad overview of recent developments in sensor collected intelligence
  • Edited by a team comprised of leading thinkers in big data analytics

商品描述(中文翻譯)

感測器網路收集智慧的大數據分析》探討了使用先進的資訊通信技術(ICT)來對感測器收集的數據進行智能分析的最先進方法。本書展示了如何開發系統,自動檢測自然和人為事件,如何檢視人們的行為,以及如何不干擾地提供更好的服務。

本書首先探討大數據架構和平台,涵蓋雲計算基礎設施以及數據的儲存和可視化方式。接著,本書探討大數據的處理和管理,涉及的關鍵安全和隱私問題,以及確保數據質量所採用的方法。

此外,讀者將會發現對大數據分析的深入探討,分析數據分析和數據挖掘的統計方法,並詳細介紹大數據智慧、無處不在的計算和移動計算,以及基於上下文和情境設計智能系統。

- 包含來自全球知名計算機科學和電氣工程學者的貢獻
- 提供有關感測器收集智慧的最新發展的廣泛概述
- 由大數據分析領域的領先思想家組成的編輯團隊編輯