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.
Table of Contents
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
