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Big Data over Networks 2016
- Shuguang Cui, Alfred O. Hero III, Zhi-Quan Luo, José M. F. Moura:
Big Data over Networks. Cambridge University Press 2016, ISBN 9781316162750 - Frontmatter. i-iv
- Contents. v-xii
- List of contributors. xiii-xvi
- Preface. xvii-xx
Part I - Mathematical foundations
- Shiqian Ma, Bo Jiang, Xiuzhen Huang, Shuzhong Zhang:
Tensor models: solution methods and applications. 3-36 - Symeon Chouvardas, Yannis Kopsinis, Sergios Theodoridis:
Sparsity-aware distributed learning. 37-65 - Mingyi Hong, Wei-Cheng Liao, Ruoyu Sun, Zhi-Quan Luo:
Optimization algorithms for big data with application in wireless networks. 66-100 - Jong-Shi Pang, Meisam Razaviyayn:
A unified distributed algorithm for non-cooperative games. 101-134
Part II - Big data over cyber networks
- Ganesh Ananthanarayanan, Ishai Menache:
Big data analytics systems. 137-160 - Chen Gong, Zhengyuan Xu, Xiaodong Wang:
Distributed big data storage in optical wireless networks. 161-179 - Suzhi Bi, Rui Zhang, Zhi Ding, Shuguang Cui:
Big data aware wireless communication: challenges and opportunities. 180-216 - Lanchao Liu, Zhu Han, H. Vincent Poor, Shuguang Cui:
Big data processing for smart grid security. 217-244
Part III - Big data over social networks
- Riccardo Gallotti, Thomas Louail
, Rémi Louf, Marc Barthelemy:
Big data: a new perspective on cities. 247-277 - Kathleen M. Carley, Wei Wei, Kenneth Joseph:
High-dimensional network analytics: mapping topic networks in Twitter data during the Arab Spring. 278-300 - Jianping Cao, Dongliang Duan, Liuqing Yang, Qingpeng Zhang, Senzhang Wang, Feiyue Wang:
Social influence analysis in the big data era: a review. 301-334
Part IV - Big data over biological networks
- Xiaoning Qian, Byung-Jun Yoon, Edward R. Dougherty:
Inference of gene regulatory networks: validation and uncertainty. 337-364 - Zhe Gan, Xin Yuan, Ricardo Henao
Inference of gene networks associated with the host response to infectious disease. 365-390 - Lipi R. Acharya, Dongxiao Zhu:
Gene-set-based inference of biological network topologies from big molecular profiling data. 391-408 - Alfred O. Hero III, Bala Rajaratnam:
Large-scale correlation mining for biomolecular network discovery. 409-436 - Index. 437-438
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