Big Data over Networks (Hardcover)
暫譯: 網路上的大數據 (精裝版)
Shuguang Cui (Editor), Alfred O. Hero III (Editor), Zhi-Quan Luo (Editor), José M. F. Moura (E
- 出版商: Cambridge
- 出版日期: 2016-03-10
- 售價: $3,280
- 貴賓價: 9.5 折 $3,116
- 語言: 英文
- 頁數: 457
- 裝訂: Hardcover
- ISBN: 1107099005
- ISBN-13: 9781107099005
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相關分類:
大數據 Big-data
海外代購書籍(需單獨結帳)
相關主題
商品描述
Utilising both key mathematical tools and state-of-the-art research results, this text explores the principles underpinning large-scale information processing over networks and examines the crucial interaction between big data and its associated communication, social and biological networks. Written by experts in the diverse fields of machine learning, optimisation, statistics, signal processing, networking, communications, sociology and biology, this book employs two complementary approaches: first analysing how the underlying network constrains the upper-layer of collaborative big data processing, and second, examining how big data processing may boost performance in various networks. Unifying the broad scope of the book is the rigorous mathematical treatment of the subjects, which is enriched by in-depth discussion of future directions and numerous open-ended problems that conclude each chapter. Readers will be able to master the fundamental principles for dealing with big data over large systems, making it essential reading for graduate students, scientific researchers and industry practitioners alike.
商品描述(中文翻譯)
本書利用關鍵的數學工具和最先進的研究成果,探討了大規模資訊處理在網路上的原則,並檢視了大數據與其相關的通訊、社會和生物網路之間的重要互動。該書由機器學習、優化、統計、訊號處理、網路、通訊、社會學和生物學等多個領域的專家撰寫,採用了兩種互補的方法:首先分析基礎網路如何限制協作大數據處理的上層,然後檢視大數據處理如何提升各種網路的性能。本書的統一主題是對這些主題的嚴謹數學處理,並通過深入討論未來方向和每章結尾的多個開放性問題來豐富內容。讀者將能夠掌握處理大系統中大數據的基本原則,使其成為研究生、科學研究人員和業界從業者必讀的書籍。