Characterizing flow, application, and user behavior in mobile networks: A framework for mobile big data

Y Qiao, Z Xing, ZM Fadlullah, J Yang… - IEEE Wireless …, 2018 - ieeexplore.ieee.org
The recent explosion of data traffic calls for specialized systems to monitor the status of
networks. Traditionally, Internet service providers collect and analyze IP flow data as they …

A survey on big data for network traffic monitoring and analysis

A D'Alconzo, I Drago, A Morichetta… - … on Network and …, 2019 - ieeexplore.ieee.org
Network Traffic Monitoring and Analysis (NTMA) represents a key component for network
management, especially to guarantee the correct operation of large-scale networks such as …

A mobility analytical framework for big mobile data in densely populated area

Y Qiao, Y Cheng, J Yang, J Liu… - IEEE transactions on …, 2016 - ieeexplore.ieee.org
Due to the pervasiveness of mobile devices, a vast amount of geolocated data is generated,
which allows us to gain deep insight into human behavior. Among other data sources, the …

The dark side (-channel) of mobile devices: A survey on network traffic analysis

M Conti, QQ Li, A Maragno… - … surveys & tutorials, 2018 - ieeexplore.ieee.org
In recent years, mobile devices (eg, smartphones and tablets) have met an increasing
commercial success and have become a fundamental element of the everyday life for …

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 …

Grasping popular applications in cellular networks with big data analytics platforms

P Fiadino, P Casas, A D'Alconzo… - … on Network and …, 2016 - ieeexplore.ieee.org
Internet access through cellular networks is rapidly growing, driven by the great success of
the mobile apps paradigm and the overwhelming popularity of social-related multimedia …

Large-scale mobile traffic analysis: a survey

D Naboulsi, M Fiore, S Ribot… - … Surveys & Tutorials, 2015 - ieeexplore.ieee.org
This article surveys the literature on analyses of mobile traffic collected by operators within
their network infrastructure. This is a recently emerged research field, and, apart from a few …

Mining and modelling the dynamic patterns of service providers in cellular data network based on big data analysis

L Jun, L Tingting, C Gang, Y Hua… - China …, 2013 - ieeexplore.ieee.org
Understanding the dynamic traffic and usage characteristics of data services in cellular
networks is important for optimising network resources and improving user experience …

Characterizing and modeling mobile networks user traffic at millisecond level

PF Pérez, C Fiandrino, J Widmer - … of the 17th ACM Workshop on …, 2023 - dl.acm.org
The availability of datasets has been instrumental to drive advances in several disciplines
like computer vision, image processing, and natural language processing. However, in the …

Measurement and classification of smart systems data traffic over 5G mobile networks

M Dighriri, GM Lee, T Baker - Technology for smart futures, 2018 - Springer
Abstract Machine-to-Machine communication is rapidly growing and becoming a significant
part of the current 4G and future 5G mobile network data traffic, which is intended to provide …