Big data over networks /
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...
| Other Authors: | , , , |
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| Format: | Book |
| Language: | English |
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Cambridge ; New York :
Cambridge University Press,
2016.
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| Subjects: |
Table of 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.