000 02167aam a2200253 4500
008 170510b2016 xxu||||| |||| 00| 0 eng d
020 _a9781107099005
082 _a005.7
245 _aBig data over networks
260 _bCambridge university press
300 _axx, 438 p.
504 _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
520 _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
650 _aBig data
650 _aComputer networks
650 _aComputer networks - Mathematics
650 _aSystem analysis - Data processing
650 _aWireless communication systems
700 _aCui, shuguang
700 _aLuo, Zhi-Quan
700 _aHero, Alfred O
700 _aMoura, Jose M.F.
942 _2ddc
999 _c206337