Signal Processing and Networking for Big Data Applications (Hardcover)
暫譯: 大數據應用的信號處理與網絡技術 (精裝版)
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 折 $1,646
- 語言: 英文
- 頁數: 474
- 裝訂: Hardcover
- ISBN: 1107124387
- ISBN-13: 9781107124387
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相關分類:
大數據 Big-data
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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)
這本獨特的書籍幫助讀者理解工程應用中的大數據,使用信號處理的工具和技術。它介紹了基本的信號處理理論和軟體實作,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,例如數據建模和表示、可擴展且低複雜度的信息處理和優化、張量和亞線性算法,以及深度學習和軟體架構,並了解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、智慧電網系統、感測器網絡和雲計算。這本書是希望解決涉及大量數據的實際問題的研究人員和實踐工程師的理想選擇,也是希望掌握大數據分析基礎的學生的理想教材。
