Big data analytics for large-scale wireless networks: Challenges and opportunities

HN Dai, RCW Wong, H Wang, Z Zheng… - ACM Computing …, 2019 - dl.acm.org
data in real-time fashion. In summary, big data generated from large-scale wireless networks
is … The growth of big data in large-scale wireless networks brings not only the challenges in …

Big data analytics in mobile cellular networks

Y He, FR Yu, N Zhao, H Yin, H Yao, RC Qiu - IEEE access, 2016 - ieeexplore.ieee.org
… A framework of big data analytics is then presented in Section III. Following that, we
discuss several case studies that leverage big data analytics in cellular networks. Section IV …

Big data analytics, machine learning, and artificial intelligence in next-generation wireless networks

MG Kibria, K Nguyen, GP Villardi, O Zhao… - IEEE …, 2018 - ieeexplore.ieee.org
… to data analytics. Finally, we discuss the benefits and challenges that the network operators
encounter in adopting big data analytics, ML, and AI in next-generation wireless networks. …

[HTML][HTML] Big data analytics for wireless and wired network design: A survey

MS Hadi, AQ Lawey, TEH El-Gorashi… - Computer Networks, 2018 - Elsevier
… First, the survey starts with the introduction of the big data … the main network design cycle
employing big data analytics. This … use of big data analytics for the design of cellular networks. …

Big data analytics for user-activity analysis and user-anomaly detection in mobile wireless network

MS Parwez, DB Rawat… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
… In this paper, we presented anomaly detection in mobile network Big Data (Call Detail
Record: CDR) using machinelearning (clustering) technique. We analyzed user activities at …

Wireless communications in the era of big data

S Bi, R Zhang, Z Ding, S Cui - IEEE communications magazine, 2015 - ieeexplore.ieee.org
… On the other hand, instead of viewing mobile big data as an … vast data traffic, for building a
big-dataaware wireless network … discuss typical big data features and efficient data analytics to …

Leveraging big data analytics for cache-enabled wireless networks

MA Kader, E Bastug, M Bennis… - 2015 IEEE …, 2015 - ieeexplore.ieee.org
… of network Based on these motivations, this article explores the potential of big data in wireless
cellular networks … behaviour of users under high data sparsity, large amount of users and …

Wireless big data: transforming heterogeneous networks to smart networks

Y Huang, J Tan, YC Liang - … of Communications and Information Networks, 2017 - Springer
networks by leveraging WBD (Wireless Big Data), CR (Cognitive Radio) and NFV (Network
However, big data analysis in wireless networks is a typical multi-type multi-objective task, …

Towards energy-efficient wireless networking in the big data era: A survey

X Cao, L Liu, Y Cheng, X Shen - … Communications Surveys & …, 2017 - ieeexplore.ieee.org
… on big data analytics that are promising to enhance energy efficiency of wireless networks. …
research directions for enhancing energy efficiency of wireless networks in the big data era. …

Survey of wireless big data

L Qian, J Zhu, S Zhang - … and Information Networks, 2017 - ieeexplore.ieee.org
… approach at simplifying the time series data in wireless networks using time series
analysis. … The goal of the work is to ensure big data transmission in a wireless network environment …