Big Data over Networks

doi:10.1017/CBO9781316162750

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.

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Contents

Frontmatter
pp i-iv
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Contents
pp v-xii
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List of contributors
pp xiii-xvi
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Preface
pp xvii-xx
- By Shuguang, Texas A&M University, USA, Alfred, University of Michigan, USA, Zhi-Quan, University of Minnesota, USA, Jose Moura, Carnegie Mellon University, Pennsylvania
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Part I - Mathematical foundations
pp 1-2
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1 - Tensor models: solution methods and applications
pp 3-36
- By Shiqian Ma, The Chinese University of Hong Kong, China, Bo Jiang, Shanghai University of Finance and Economics, China, Xiuzhen Huang, Arkansas State University, USA, Shuzhong Zhang, University of Minnesota, USA
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2 - Sparsity-aware distributed learning
pp 37-65
- By Symeon Chouvardas, University of Athens, Greece, Yannis Kopsinis, University of Athens, Greece, Sergios Theodoridis, University of Athens, Greece
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3 - Optimization algorithms for big data with application in wireless networks
pp 66-100
- By Mingyi Hong, Iowa State University, USA, Wei-Cheng Liao, University of Minnesota, USA, Ruoyu Sun, University of Minnesota, USA, Zhi-Quan Luo, University of Minnesota, USA
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4 - A unified distributed algorithm for non-cooperative games
pp 101-134
- By Jong-Shi Pang, University of Southern California, USA, Meisam Razaviyayn, Stanford University, USA
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Part II - Big data over cyber networks
pp 135-136
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5 - Big data analytics systems
pp 137-160
- By Ganesh Ananthanarayanan, Microsoft Research, USA, Ishai Menache, Microsoft Research, USA
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6 - Distributed big data storage in optical wireless networks
pp 161-179
- By Chen Gong, University of Science and Technology of China, China, Zhengyuan Xu, University of Science and Technology of China, China, Xiaodong Wang, Columbia University, USA
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7 - Big data aware wireless communication: challenges and opportunities
pp 180-216
- By Suzhi Bi, National University of Singapore, Singapore, Rui Zhang, National University of Singapore, Singapore, Zhi Ding, University of California at Davis, USA, Shuguang Cui, Texas A&M University, USA
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8 - Big data processing for smart grid security
pp 217-244
- By Lanchao Liu, University of Houston, USA, Zhu Han, University of Houston, USA, H. Vincent Poor, Princeton University, USA, Shuguang Cui, Texas A&M University, USA
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Part III - Big data over social networks
pp 245-246
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9 - Big data: a new perspective on cities
pp 247-277
- By Riccardo Gallotti, Institut de Physique Théorique, CEA, France, Thomas Louail, Institut de Physique Théorique, CEA, France, Rémi Louf, Institut de Physique Théorique, CEA, France, Marc Barthelemy, Institut de Physique Théorique, CEA, France
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10 - High-dimensional network analytics: mapping topic networks in Twitter data during the Arab Spring
pp 278-300
- By Kathleen M. Carley, Carnegie Mellon University, USA, Wei Wei, Carnegie Mellon University, USA, Kenneth Joseph, Carnegie Mellon University, USA
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11 - Social influence analysis in the big data era: a review
pp 301-334
- By Jianping Cao, National University of Defense Technology, China, Dongliang Duan, University of Wyoming, USA, Liuqing Yang, Colorado State University, USA, Qingpeng Zhang, City University of Hong Kong, China, Senzhang Wang, Beihang Univerisity, China, Feiyue Wang, National University of Defense Technology, China
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Part IV - Big data over biological networks
pp 335-336
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12 - Inference of gene regulatory networks: validation and uncertainty
pp 337-364
- By Xiaoning Qian, Texas A&M University, USA, Byung-Jun Yoon, Hamad bin Khalifa University, Qatar, Edward R. Dougherty, Texas A&M University, USA
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13 - Inference of gene networks associated with the host response to infectious disease
pp 365-390
- By Zhe Gan, Duke University, USA, Xin Yuan, Duke University, USA, Ricardo Henao, Duke University, USA, Ephraim L. Tsalik, Duke University Medical Center, USA, Lawrence Carin, Duke University, USA
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14 - Gene-set-based inference of biological network topologies from big molecular profiling data
pp 391-408
- By Lipi Acharya, Dow AgroSciences LLC, USA, Dongxiao Zhu, Wayne State University, USA
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15 - Large-scale correlation mining for biomolecular network discovery
pp 409-436
- By Alfred Hero, University of Michigan, USA, Bala Rajaratnam, Stanford University, USA
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Index
pp 437-438
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Big Data over Networks

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Contents

Frontmatter
pp i-iv

Contents
pp v-xii

List of contributors
pp xiii-xvi

Preface
pp xvii-xx

Part I - Mathematical foundations
pp 1-2

1 - Tensor models: solution methods and applications
pp 3-36

2 - Sparsity-aware distributed learning
pp 37-65

3 - Optimization algorithms for big data with application in wireless networks
pp 66-100

4 - A unified distributed algorithm for non-cooperative games
pp 101-134

Part II - Big data over cyber networks
pp 135-136

5 - Big data analytics systems
pp 137-160

6 - Distributed big data storage in optical wireless networks
pp 161-179

7 - Big data aware wireless communication: challenges and opportunities
pp 180-216

8 - Big data processing for smart grid security
pp 217-244

Part III - Big data over social networks
pp 245-246

9 - Big data: a new perspective on cities
pp 247-277

10 - High-dimensional network analytics: mapping topic networks in Twitter data during the Arab Spring
pp 278-300

11 - Social influence analysis in the big data era: a review
pp 301-334

Part IV - Big data over biological networks
pp 335-336

12 - Inference of gene regulatory networks: validation and uncertainty
pp 337-364

13 - Inference of gene networks associated with the host response to infectious disease
pp 365-390

14 - Gene-set-based inference of biological network topologies from big molecular profiling data
pp 391-408

15 - Large-scale correlation mining for biomolecular network discovery
pp 409-436

Index
pp 437-438

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