02025aam a2200229 4500008004500000020001800045082001400063245002700077260004100104300001500145504018200160520120100342650001301543650002201556650003601578650003801614650003501652700002601687700002601713700002701739700002901766170510b2016 xxu||||| |||| 00| 0 eng d a9781107099005 a005.7bB4 aBig data over networks bCambridge university pressc2016aUK axx, 438 p. aTable 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
aUtilising 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
aBig data aComputer networks aComputer networks - Mathematics aSystem analysis - Data processing aWireless communication systems aCui, shuguangeEditor aLuo, Zhi-QuaneEditor aHero, Alfred OeEditor aMoura, Jose M.F.eEditor