Available:*
Library | Item Barcode | Call Number | Material Type | Item Category 1 | Status |
|---|---|---|---|---|---|
Searching... | 30000010343577 | QA76.9.B45 B55 2016 | Open Access Book | Book | Searching... |
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Summary
Summary
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.
Table of Contents
| Part I Mathematical Foundations |
| 1 Tensor models - solution methods and applicationsShiqian Ma and Bo Jiang and Xiuzhen Huang and Shuzhong Zhang |
| 2 Sparsity-aware distributed learningSymeon Chouvardas and Yannis Kopsinis and Sergios Theodoridis |
| 3 Optimization algorithms for big data with application in wireless networksMingyi Hong and Wei-Cheng Liao and Ruoyu Sun and Zhi-Quan Luo |
| 4 A unified distributed algorithm for non-cooperative gamesJong-Shi Pang and Meisam Razaviyayn |
| Part II Big Data over Cyber Networks |
| 5 Big data analytics systemsGanesh Ananthanarayanan and Ishai Menache |
| 6 Distributed big data storage in optical wireless networksChen Gong and Zhengyuan Xu and Xiaodong Wang |
| 7 Big data aware wireless communication - challenges and opportunitiesSuzhi Bi and Rui Zhang and Zhi Ding and Shuguang Cui |
| 8 Big data processing for smart grid securityLanchao Liu and Zhu Han and H. Vincent Poor and Shuguang Cui |
| Part III Big Data over Social Networks |
| 9 Big data: a new perspective on citiesRiccardo Gallotti and Thomas Louail and Rémi Louf and Marc Barthelemy |
| 10 High dimensional network analytics: mapping topic networks in Twitter data during the Arab SpringKathleen M. Carley and Wei Wei and Kenneth Joseph |
| 11 Social influence analysis in the big data era - a reviewJianping Cao and Dongliang Duan and Liuqing Yang and Qingpeng Zhang and Senzhang Wang and Feiyue Wang |
| Part IV Big Data over Biological Networks |
| 12 Inference of gene regulatory networks - validation and uncertaintyXiaoning Qian and Byung-Jun Yoon and Edward R Dougherty |
| 13 Inference of gene networks associated with the host response to infectious diseaseZhe Gan and Xin Yuan and Ricardo Henao and Ephraim L. Tsalik and Lawrence Carin |
| 14 Gene-set-based inference of biological network topologies from big molecular profiling dataLipi Acharya and Dongxiao Zhu |
| 15 Large scale correlation mining for biomolecular network discoveryAlfred Hero and Bala Rajaratnam |
