Big Data over Networks

Big Data over Networks

  • Shuguang Cui
  • Alfred O. Hero, III
  • Zhi-Quan Luo
  • José M. F. Moura
Publisher:Cambridge University PressISBN 13: 9781316445273ISBN 10: 1316445275

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Know about the book -

Big Data over Networks is written by Shuguang Cui and published by Cambridge University Press. It's available with International Standard Book Number or ISBN identification 1316445275 (ISBN 10) and 9781316445273 (ISBN 13).

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.