Big Data Analytics for Sensor-Network Collected Intelligence (Intelligent Data-Centric Systems: Sensor Collected Intelligence)
Hui-Huang Hsu, Chuan-Yu Chang, Ching-Hsien Hsu
- 出版商: Academic Press
- 出版日期: 2017-02-08
- 售價: $4,640
- 貴賓價: 9.5 折 $4,408
- 語言: 英文
- 頁數: 326
- 裝訂: Paperback
- ISBN: 0128093935
- ISBN-13: 9780128093931
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相關分類:
大數據 Big-data、感測器 Sensor、Data Science
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相關主題
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)
《傳感器網絡收集智能的大數據分析》探討使用先進的信息通信技術在傳感器收集的數據上進行智能分析的最新方法。本書展示了如何開發能夠自動檢測自然和人為事件、分析人們行為並提供更好服務的系統。
首先,本書探討了大數據架構和平台,包括雲計算基礎設施以及數據的存儲和可視化。然後,本書探討了大數據的處理和管理,涉及到的關鍵安全和隱私問題,以及確保數據質量的方法。
此外,讀者還將找到對大數據分析的全面研究,分析數據分析和數據挖掘的統計方法,以及對大數據智能、普遍和移動計算的詳細研究,以及基於上下文和情境設計智能系統。
- 包含來自全球計算機科學和電氣工程領域知名學者的貢獻
- 提供了傳感器收集智能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團隊編輯