CRC Press, 2017. — 546 p. — ISBN13: 978-1498784863.
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.
Basic of Networked Big DataYujia Zhu, Yulei Wu, Geyong Min, Albert Zomaya, and Fei Hu
A Survey of Big Data and Computational Intelligence in Networking
Marcello Trovati
Some Mathematical Properties of Networks for Big Data
Chuanrong Zhang, Tian Zhao, and Weidong Li
Big Geospatial Data and the Geospatial Semantic Web: Current State and Future Opportunities
Immanuel Manohar and Fei Hu
Big Data over Wireless Networks (WiBi)
Network Architecture for Big Data TransmissionsLiudong Zuo and Michelle Mengxia Zhu
Efficient Big Data Transfer Using Bandwidth Reservation Service in High-Performance Networks
Mehdi Bahrami and Mukesh Singhal
A Dynamic Cloud Computing Architecture for Cloud-Assisted Internet of Things in the Era of Big Data
Deze Zeng, Chengyu Hu, Guo Ren, and Lin Gu
Bicriteria Task Scheduling and Resource Allocation for Streaming Big Data Processing in Geo-Distributed Clouds
Analysis and Processing of Networked Big DataNan Lin and Liqun Yu
The ADMM and Its Application to Network Big Data
Vasileios Karyotis and Eleni Stai
Hyperbolic Big Data Analytics for Dynamic Network Management and Optimization
Aziyati Yusoff, Norashidah Md. Din, Salman Yussof, Assad Abbas, and Samee U. Khan
Predictive Analytics for Network Big Data Using Knowledge-Based Reasoning for Smart Retrieval of Data, Information, Knowledge, and Wisdom (DIKW)
Joonseok Lee
Recommendation Systems
Ion Necoara
Coordinate Gradient Descent Methods
Xiaoqiang Ma, Xiaoyi Fan, and Jiangchuan Liu
Data Locality and Dependency for MapReduce
Seunghak Lee
Distributed Machine Learning for Network Big Data
Yu Lu and Fei Hu
Big Data Security: Toward a Hashed Big Graph
Emerging Applications of Networked Big DataVincent W. Zheng and Hong Cao
Mobile Augmented Reality to Enable Intelligent Mall Shopping by Network Data
Chengqiang Huang, Yulei Wu, Zuo Yuan, and Geyong Min
Toward Practical Anomaly Detection in Network Big Data
Reem Y. Ali, Venkata M.V. Gunturi, Zhe Jiang, and Shashi Shekhar
Emerging Applications of Spatial Network Big Data in Transportation
Vishrawas Gopalakrishnan and Aidong Zhang
On Emerging Use Cases and Techniques in Large Networked Data in Biomedical and Social Media Domain
Z. Y. Liu and Y. B. Guo
Big Data Analysis for Smart Manufacturing