000 | 02167aam a2200253 4500 | ||
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008 | 170510b2016 xxu||||| |||| 00| 0 eng d | ||
020 | _a9781107099005 | ||
082 |
_a005.7 _bB4 |
||
245 | _aBig data over networks | ||
260 |
_bCambridge university press _c2016 _aUK |
||
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 _9343602 |
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650 |
_aComputer networks _9343603 |
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650 |
_aComputer networks - Mathematics _9343604 |
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650 |
_aSystem analysis - Data processing _9343605 |
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650 |
_aWireless communication systems _9343606 |
||
700 |
_aCui, shuguang _eEditor _9343607 |
||
700 |
_aLuo, Zhi-Quan _eEditor _9343608 |
||
700 |
_aHero, Alfred O _eEditor _9343609 |
||
700 |
_aMoura, Jose M.F. _eEditor _9343610 |
||
942 |
_2ddc _cBK |
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999 |
_c206337 _d206337 |