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Big data over networks

Author: Shuguang Cui; Alfred O Hero; Zhi-Quan Luo; José M F Moura
Publisher: Cambridge : Cambridge University Press, 2016.
Edition/Format:   Print book : EnglishView all editions and formats
Summary:
Utilizing 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,  Read more...
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Document Type: Book
All Authors / Contributors: Shuguang Cui; Alfred O Hero; Zhi-Quan Luo; José M F Moura
ISBN: 9781107099005 1107099005
OCLC Number: 936630911
Description: xx, 438 pages : illustrations (black and white) ; 26 cm.
Contents: Part I: Mathematical foundations --
Tensor models: solution methods and applications / Shiqian Ma, Bo Jiang, Xiuzhen Huang, and Shuzhong Zhang --
Sparsity-aware distributed learning / Symeon Chouvardas, Yannis Kopsinis, and Sergios Theodoridis --
Optimization algorithms for big data with application in wireless networks / Mingyi Hong, Wei-Cheng Liao, Ruoyu Sun, and Zhi-Quan Luo --
A unified distributed algorithm for non-cooperative games / Jong-Shi Pang and Meisam Razaviyayn --
Part II: Big data over cyber networks --
Big data analytics systems / Ganesh Ananthanarayanan and Ishai Menache --
Distributed big data storage in optical wireless networks / Chen Gong, Zhengyuan Xu, and Xiaodong Wang --
Big data aware wireless communication: challenges and opportunities / Suzhi Bi, Rui Zhang, Zhi Ding, and Shuguang Cui --
Big data processing for smart grid security / Lanchao Liu, Zhu Han, H. Vincent Poor, and Shuguang Cui --
Part III: Big data over social networks --
Big data: a new perspective on cities / Riccardo Gallotti, Thomas Louail, Remi Louf, and Marc Barthelemy --
High-dimensional network analytics: mapping topic networks in Twitter data during the Arab Spring / Kathleen M. Carley, Wei Wei, and Kenneth Joseph --
Social influence analysis in the big data era: a review / Jianping Cao, Dongliang Duan, Liuqing Yang, Qingpeng Zhang, Senzhang Wang, and Feiyue Wang --
Part IV: Big data over biological networks --
Inference of gene regulatory networks: validation and uncertainty / Xiaoning Qian, Byung-Jun Yoon, and Edward R. Dougherty --
Inference of gene networks associated with the host response to infectious disease / Zhe Gan, Xin Yuan, Ricardo Henao, Ephraim L. Tsalik, and Lawrence Carin --
Gene-set-based inference of biological network topologies from big molecular profiling data / Lipi Acharya and Dongxiao Zhu --
Large-scale correlation mining for biomolecular network discovery / Alfred Hero and Bala Rajaratnam.
Responsibility: edited by Shuguang Cui, Alfred O. Hero III, Zhi-Quan Luo, José M. F. Moura.

Abstract:

Examines the crucial interaction between big data and communication, social and biological networks using critical mathematical tools and state-of-the-art research.  Read more...

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