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 …

[HTML][HTML] Machine learning and intelligent communications

XL Huang, X Ma, F Hu - Mobile Networks and Applications, 2018 - Springer
Along with the fast developing of mobile communications technologies, the amount of high
quality wireless services is required and increasing exponentially. According to the …

Deep learning in mobile and wireless networking: A survey

C Zhang, P Patras, H Haddadi - IEEE Communications surveys …, 2019 - ieeexplore.ieee.org
The rapid uptake of mobile devices and the rising popularity of mobile applications and
services pose unprecedented demands on mobile and wireless networking infrastructure …

Wireless big data: transforming heterogeneous networks to smart networks

Y Huang, J Tan, YC Liang - Journal of Communications and Information …, 2017 - Springer
Abstract In HetNets (Heterogeneous Networks), each network is allocated with fixed
spectrum resource and provides service to its assigned users using specific RAT (Radio …

Scalable learning paradigms for data-driven wireless communication

Y Xu, F Yin, W Xu, CH Lee, J Lin… - IEEE Communications …, 2020 - ieeexplore.ieee.org
The marriage of wireless big data and machine learning techniques revolutionizes wireless
systems by introducing data-driven philosophy. However, the ever exploding data volume …

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 …

AI-enabled future wireless networks: Challenges, opportunities, and open issues

M Elsayed, M Erol-Kantarci - IEEE Vehicular Technology …, 2019 - ieeexplore.ieee.org
An expected plethora of demanding services and use cases mandates a revolutionary shift
in the way future wireless network resources are managed. Indeed, when application …

Artificial intelligence for 6G networks: Technology advancement and standardization

MK Shehzad, L Rose, MM Butt… - IEEE Vehicular …, 2022 - ieeexplore.ieee.org
With the deployment of 5G networks, standards organizations have started working on the
design phase for 6G networks. 6G networks will be immensely complex, requiring more …

Mining mobile intelligence for wireless systems: a deep neural network approach

H Hu, Z Liu, J An - IEEE Computational Intelligence Magazine, 2020 - ieeexplore.ieee.org
Wireless big data contain valuable information on users' behaviors and preferences, which
can drive the design and optimization for wireless systems. The fundamental issue is how to …

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 …