Signal Processing and Networking for Big Data Applications (Hardcover)

Zhu Han, Mingyi Hong, Dan Wang

  • 出版商: Cambridge
  • 出版日期: 2017-04-27
  • 售價: $1,680
  • 貴賓價: 9.8$1,646
  • 語言: 英文
  • 頁數: 474
  • 裝訂: Hardcover
  • ISBN: 1107124387
  • ISBN-13: 9781107124387
  • 相關分類: 大數據 Big-data
  • 立即出貨 (庫存=1)

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商品描述

This unique text helps make sense of big data in engineering applications using tools and techniques from signal processing. It presents fundamental signal processing theories and software implementations, reviews current research trends and challenges, and describes the techniques used for analysis, design and optimization. Readers will learn about key theoretical issues such as data modelling and representation, scalable and low-complexity information processing and optimization, tensor and sublinear algorithms, and deep learning and software architecture, and their application to a wide range of engineering scenarios. Applications discussed in detail include wireless networking, smart grid systems, and sensor networks and cloud computing. This is the ideal text for researchers and practising engineers wanting to solve practical problems involving large amounts of data, and for students looking to grasp the fundamentals of big data analytics.

商品描述(中文翻譯)

這本獨特的書籍利用信號處理的工具和技術來解讀工程應用中的大數據,幫助讀者理解大數據的意義。它介紹了基本的信號處理理論和軟件實現,回顧了當前的研究趨勢和挑戰,並描述了用於分析、設計和優化的技術。讀者將學習到關鍵的理論問題,如數據建模和表示、可擴展和低複雜度的信息處理和優化、張量和次線性算法、以及深度學習和軟件架構,以及它們在各種工程場景中的應用。詳細討論的應用包括無線網絡、智能電網系統、傳感器網絡和雲計算。這是研究人員和實踐工程師解決涉及大量數據的實際問題的理想教材,也適合學生掌握大數據分析的基礎知識。