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
The wide proliferation of various wireless communication systems and wireless devices has
led to the arrival of big data era in large-scale wireless networks. Big data of large-scale …

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
With the proliferation of wireless devices, wireless networks in various forms have become
global information infrastructure and an important part of our daily life, which, at the same …

Wireless communications in the era of big data

S Bi, R Zhang, Z Ding, S Cui - IEEE communications magazine, 2015 - ieeexplore.ieee.org
The rapidly growing wave of wireless data service is pushing against the boundary of our
communication network's processing power. The pervasive and exponentially increasing …

Synergy of big data and 5G wireless networks: opportunities, approaches, and challenges

N Zhang, P Yang, J Ren, D Chen… - IEEE Wireless …, 2018 - ieeexplore.ieee.org
This article presents the synergistic and complementary features of big data and 5G wireless
networks. An overview of their interplay is provided first, including big-data-driven …

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

MS Hadi, AQ Lawey, TEH El-Gorashi… - Computer Networks, 2018 - Elsevier
Currently, the world is witnessing a mounting avalanche of data due to the increasing
number of mobile network subscribers, Internet websites, and online services. This trend is …

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
The next-generation wireless networks are evolving into very complex systems because of
the very diversified service requirements, heterogeneity in applications, devices, and …

When machine learning meets big data: A wireless communication perspective

Y Liu, S Bi, Z Shi, L Hanzo - IEEE Vehicular Technology …, 2019 - ieeexplore.ieee.org
We have witnessed an exponential growth in commercial data services, which has led to the
so-called big data era. Machine learning, one of the most promising artificial intelligence (AI) …

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
Mobile cellular networks have become both the generators and carriers of massive data. Big
data analytics can improve the performance of mobile cellular networks and maximize the …

Exploiting mobile big data: Sources, features, and applications

X Cheng, L Fang, X Hong, L Yang - IEEE Network, 2017 - ieeexplore.ieee.org
The worldwide rollout of 4G LTE mobile communication networks has accelerated the
proliferation of the mobile Internet and spurred a new wave of mobile applications on …

Big data analytics in telecommunications: literature review and architecture recommendations

H Zahid, T Mahmood, A Morshed… - IEEE/CAA Journal of …, 2019 - ieeexplore.ieee.org
This paper focuses on facilitating state-of-the-art applications of big data analytics (BDA)
architectures and infrastructures to telecommunications (telecom) industrial sector. Telecom …