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Big data and computational intelligence in networking

Author: Yulei Wu; Fei Hu; Geyong Min; Albert Y Zomaya
Publisher: Boca Raton, FL : CRC Press, [2018] ©2018
Edition/Format:   eBook : Document : EnglishView all editions and formats
Summary:
This book presents state-of-the-art solutions to the theoretical and practical challenges stemming from the leverage of big data and its computational intelligence in supporting smart network operation, management, and optimization. In particular, the technical focus covers the comprehensive understanding of network big data, efficient collection and management of network big data, distributed and scalable online  Read more...
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Genre/Form: Electronic books
Additional Physical Format: Print version:
Big data and computational intelligence in networking.
Boca Raton, FL : CRC Press, Taylor & Francis Group, [2018]
(DLC) 2017028407
(OCoLC)1007503366
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Yulei Wu; Fei Hu; Geyong Min; Albert Y Zomaya
ISBN: 9781315155678 1315155672 9781498784870 1498784879 9781351651721 1351651722 9781351642200 1351642200
OCLC Number: 1015953376
Description: 1 online resource (xv, 529 pages)
Contents: A survey of big data and computational intelligence in networking / Yujia Zhu, Yulei Wu, Geyong Min, Albert Zomaya, and Fei Hu --
Some mathematical properties of networks for big data / Marcello Trovati --
Big geospatial data and the geospatial semantic web: current state and future opportunities / Chuanrong Zhang, Tian Zhao, and Weidong Li --
Big data over wireless networks (WiBi) / Immanuel Manohar and Fei Hu --
Efficient big data transfer using bandwidth reservation service in high-performance networks / Liudong Zuo and Michelle Mengxia Zhu --
A dynamic cloud computing architecture for cloud-assisted internet of things in the era of big data / Mehdi Bahrami and Mukesh Singhal --
Bicriteria task scheduling and resource allocation for streaming big data processing in geo-distributed clouds / Deze Zeng, Chengyu Hu, Guo Ren, and Lin Gu --
The ADMM and its application to network big data / Nan Lin and Liqun Yu --
Hyperbolic big data analytics for dynamic network management and optimization / Vasileios Karyotis and Eleni Stai --
Predictive analytics for network big data using knowledge-based reasoning for smart retrieval of data, information, knowledge, and wisdom (DIKW) / Aziyati Yusoff, Norashidah Md. Din, Salman Yussof, Assad Abbas, and Samee U. Khan --
Recommendation systems / Joonseok Lee --
Coordinate gradient descent methods / Ion Necoara --
Data locality and dependency for MapReduce / Xiaoqiang Ma, Xiaoyi Fan, and Jiangchuan Liu --
Distributed machine learning for network big data / Seunghak Lee --
Big data security: toward a hashed big graph / Yu Lu and Fei Hu --
Mobile augmented reality to enable intelligent mall shopping by networked data / Vincent W. Zheng and Hong Cao --
Toward practical anomaly detection in networked big data / Chengqiang Huang, Yulei Wu, Zuo Yuan, and Geyong Min --
Emerging applications of spatial networked big data in transportation / Reem Y. Ali, Venkata M.V. Gunturi, Zhe Jiang, and Shashi Shekhar --
On emerging use cases and techniques in large networked data in biomedical and social media domain / Vishrawas Gopalakrishnan and Aidong Zhang --
Big data analysis for smart manufacturing / Z.Y. Liu and Y.B. Guo.
Responsibility: Yulei Wu, Fei Hu, Geyong Min, Albert Y. Zomaya.

Abstract:

This book presents state-of-the-art solutions to the theoretical and practical challenges stemming from the leverage of big data and its computational intelligence in supporting smart network operation, management, and optimization. In particular, the technical focus covers the comprehensive understanding of network big data, efficient collection and management of network big data, distributed and scalable online analytics for network big data, and emerging applications of network big data for computational intelligence.

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