Big data over networks
Cui, shuguang
Editor
Luo, Zhi-Quan
Editor
Hero, Alfred O
Editor
Moura, Jose M.F.
Editor
text
UK
Cambridge university press
2016
monographic
| 0
xx, 438 p.
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.
http://www.cambridge.org/catalogue/catalogue.asp?isbn=9781107099005
Table of Contents:
Part I: Mathematical foundations
Part II: Big data over cyber networks
Part III: Big data over social networks
Part IV: Big data over biological networks
Big data
Computer networks
Computer networks - Mathematics
System analysis - Data processing
Wireless communication systems
005.7 B4
9781107099005
170510