Understanding urban dynamics from massive mobile traffic data

M Zhang, H Fu, Y Li, S Chen - IEEE Transactions on Big Data, 2017 - ieeexplore.ieee.org
… dramatic acceleration in the growth of cellular data traffic. According to [1], the global mobile
… accessing through cellular network happens frenquently. We consume cellular data all the …

Understanding mobile traffic patterns of large scale cellular towers in urban environment

F Xu, Y Li, H Wang, P Zhang… - … transactions on networking, 2016 - ieeexplore.ieee.org
traffic patterns of large scale cellular towers. We start from understanding the traffic patterns
of a few cellular … And Zhang [28] tried to understand the characteristics of cellular data traffic

Spatio-temporal analysis and prediction of cellular traffic in metropolis

X Wang, Z Zhou, F Xiao, K Xing, Z Yang… - IEEE Transactions …, 2018 - ieeexplore.ieee.org
… However, we argue that the big traffic data from cell towers are also beneficial to understand
… the characteristics of urban cellular traffic with a large-scale cellular data usage dataset …

Understanding and predicting data hotspots in cellular networks

A Nika, A Ismail, BY Zhao, S Gaito, GP Rossi… - Mobile Networks and …, 2016 - Springer
… We now turn our attention to the evolution of hotspots in the cellular network. Using our 9-week
dataset, we seek to understand three key issues: (1) hotspot dynamics, ie do hotspot …

Big data driven mobile traffic understanding and forecasting: A time series approach

F Xu, Y Lin, J Huang, D Wu, H Shi… - IEEE transactions on …, 2016 - ieeexplore.ieee.org
Data: We analyze a large scale of realistic mobile data traffic … us to better understand and
model the cellular traffic in urban … mobile traffic patterns from large scale cellular data network. …

The learning and prediction of application-level traffic data in cellular networks

R Li, Z Zhao, J Zheng, C Mei, Y Cai… - … on Wireless …, 2017 - ieeexplore.ieee.org
… Therefore, the paper contributes to a general understanding of the cellular network traffic.
• … Wang, “Geospatial and temporal dynamics of application usage in cellular data networks,” …

Mobile data traffic modeling: Revealing temporal facets

EMR Oliveira, AC Viana, KP Naveen, C Sarraute - Computer Networks, 2017 - Elsevier
network resource usage. We also discuss relevant issues in traffic demands and describe
implications in network solution … Thus, to better understand how age and gender impacts traffic

Understanding ENodeBs traffic dynamics in TD-LTE network

Z Cong, J Xu, Y Chen, X Tao - 2017 IEEE/CIC International …, 2017 - ieeexplore.ieee.org
dynamics of application usage in a 3G cellular data network … and prediction framework of
cellular network traffic at the level … data traffic in cellular networks is sensitive to various network

Characterizing and modeling social mobile data traffic in cellular networks

C Qi, Z Zhao, R Li, H Zhang - 2016 IEEE 83rd Vehicular …, 2016 - ieeexplore.ieee.org
… To address the challenge, understanding the traffic characteristic and building precise …
applications for cellular networks. Thus in this paper, for the social mobile cellular data traffic, we …

Big data analysis based network behavior insight of cellular networks for industry 4.0 applications

D Jiang, Y Wang, Z Lv, S Qi… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
… Gaining a deeper understanding of cellular usage patterns and how they are affected by user
… Zhang, “User mobility from the view of cellular data networks,” in Proc. Infocom, 2014, pp. …