Networking for Big Data (Hardcover) (大數據網路架構)

Shui Yu, Xiaodong Lin, Jelena Misic, Xuemin (Sherman) Shen

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商品描述

Networking for Big Data supplies an unprecedented look at cutting-edge research on the networking and communication aspects of Big Data. Starting with a comprehensive introduction to Big Data and its networking issues, it offers deep technical coverage of both theory and applications.

The book is divided into four sections: introduction to Big Data, networking theory and design for Big Data, networking security for Big Data, and platforms and systems for Big Data applications. Focusing on key networking issues in Big Data, the book explains network design and implementation for Big Data. It examines how network topology impacts data collection and explores Big Data storage and resource management.

  • Addresses the virtual machine placement problem
  • Describes widespread network and information security technologies for Big Data
  • Explores network configuration and flow scheduling for Big Data applications
  • Presents a systematic set of techniques that optimize throughput and improve bandwidth for efficient Big Data transfer on the Internet
  • Tackles the trade-off problem between energy efficiency and service resiliency

The book covers distributed Big Data storage and retrieval as well as security, trust, and privacy protection for Big Data collection, storage, and search. It discusses the use of cloud infrastructures and highlights its benefits to overcome the identified issues and to provide new approaches for managing huge volumes of heterogeneous data.

The text concludes by proposing an innovative user data profile-aware policy-based network management framework that can help you exploit and differentiate user data profiles to achieve better power efficiency and optimized resource management.

商品描述(中文翻譯)

《大數據網絡通訊》提供了對大數據網絡和通訊方面的尖端研究的前所未有的洞察。從全面介紹大數據及其網絡問題開始,本書深入探討了理論和應用的技術細節。

本書分為四個部分:大數據介紹、大數據的網絡理論和設計、大數據的網絡安全以及大數據應用的平台和系統。著重於大數據的關鍵網絡問題,本書解釋了大數據的網絡設計和實施。它探討了網絡拓撲如何影響數據收集,並探索了大數據存儲和資源管理。


  • 解決虛擬機放置問題

  • 描述了大數據的廣泛網絡和信息安全技術

  • 探討了大數據應用的網絡配置和流量調度

  • 提出了一套系統化的技術,以優化互聯網上高效大數據傳輸的吞吐量和帶寬

  • 解決了能源效率和服務可靠性之間的權衡問題

本書涵蓋了分佈式大數據存儲和檢索,以及大數據收集、存儲和搜索的安全、信任和隱私保護。它討論了雲基礎設施的使用,並突出了其克服已確定問題並提供管理龐大異構數據的新方法的好處。

本書最後提出了一個創新的用戶數據檔案感知的基於策略的網絡管理框架,可以幫助您利用和區分用戶數據檔案,以實現更好的功耗效率和優化的資源管理。