Big Data and Computational Intelligence in Networking

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Big Data and Computational Intelligence in Networking

Wu, Yulei (EDT)/ Hu, Fei (EDT)/ Min, Geyong (EDT)

ウェブストア価格 ¥36,494（本体¥33,177）
CRC Press Inc（2017/12発売）
外貨定価 US$ 180.00
ポイント 331pt

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製本 Hardcover:ハードカバー版／ページ数 546 p.
言語 ENG
商品コード 9781498784863
DDC分類 005.7

Full Description

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.

PART I: BASICS OF NETWORKED BIG DATA

1. A Survey of Big Data and Computational Intelligence In Networking

Yujia Zhu, Yulei Wu, Geyong Min, Albert Zomaya, and Fei Hu

2. Some Mathematical Properties of Networks for Big Data

Marcello Trovati

3. Big Geospatial Data and the Geospatial Semantic Web: Current State and Future Opportunities

Chuanrong Zhang, Tian Zhao, and Weidong Li

4. Big Data over Wireless Networks (WiBi)

Immanuel Manohar and Fei Hu

PART II: NETWORK ARCHITECTURE FOR BIG DATA TRANSMISSIONS

5. Efficient Big Data Transfer Using Bandwidth Reservation Service In High-Performance Networks

Liudong Zuo and Michelle Mengxia Zhu

6. A Dynamic Cloud Computing Architecture for Cloud-Assisted Internet of Things in the Era of Big Data

Mehdi Bahrami and Mukesh Singhal

7. Bicriteria Task Scheduling and Resource Allocation for Streaming Big Data Processing in Geo-Distributed Clouds

Deze Zeng, Chengyu Hu, Guo Ren, and Lin Gu

PART III: ANALYSIS AND PROCESSING OF NETWORKED BIG DATA

8. The ADMM and Its Application to Network Big Data

Nan Lin and Liqun Yu

9. Hyperbolic Big Data Analytics for Dynamic Network Management and Optimization

Vasileios Karyotis and Eleni Stai

10. 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

11. Recommendation Systems

Joonseok Lee

12. Coordinate Gradient Descent Methods

Ion Necoara

13. Data Locality and Dependency for MapReduce

Xiaoqiang Ma, Xiaoyi Fan, and Jiangchuan Liu

14. Distributed Machine Learning for Network Big Data

Seunghak Lee

15. Big Data Security: Toward a Hashed Big Graph

Yu Lu and Fei Hu

PART IV: EMERGING APPLICATIONS OF NETWORKED BIG DATA

16. Mobile Augmented Reality to Enable Intelligent Mall Shopping By Network Data

Vincent W. Zheng and Hong Cao

17. Toward Practical Anomaly Detection in Network Big Data

Chengqiang Huang, Yulei Wu, Zuo Yuan, and Geyong Min

18. Emerging Applications of Spatial Network Big Data In Transportation

Reem Y. Ali, Venkata M.V. Gunturi, Zhe Jiang, and Shashi Shekhar

19. On Emerging Use Cases and Techniques in Large Networked Data in Biomedical and Social Media Domain

Vishrawas Gopalakrishnan and Aidong Zhang

20. Big Data Analysis for Smart Manufacturing

Z. Y. Liu and Y. B. Guo