Cellular QoE prediction for video service based on causal structure learning

K Zhang, G Chuai, W Gao, Q Liu - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
With the development of telecommunication technology and the popularity of intelligent
devices, user experience in cellular network has become the primary factor of concern. At …

BiSR: Bidirectionally Optimized Super-Resolution for Mobile Video Streaming

Q Yu, Q Li, R He, G Tyson, W Shi, J Lv, Z Yuan… - Proceedings of the …, 2023 - dl.acm.org
The user experience of mobile web video streaming is often impacted by insufficient and
dynamic network bandwidth. In this paper, we design Bidirectionally Optimized Super …

Cellular fault prediction of graphical representation based on spatio-temporal graph convolutional networks

B Qian, H Xie, W Wu, Y Yang - Computer Communications, 2024 - Elsevier
With the development of the 5th generation (5G) networks and the massive amount of data,
the operation and maintenance (O&M) mindset needs to change from “post-maintenance” to …

Unsatisfied today, satisfied tomorrow: A simulation framework for performance evaluation of crowdsourcing-based network monitoring

A Pimpinella, M Repossi, AEC Redondi - Computer Communications, 2022 - Elsevier
Network operators need to continuously upgrade their infrastructures in order to keep their
customer satisfaction levels high. Crowdsourcing-based approaches are generally adopted …

Learning Cellular Coverage from Real Network Configurations using GNNs

Y Jin, M Daoutis, Š Girdzijauskas… - 2023 IEEE 97th …, 2023 - ieeexplore.ieee.org
Cellular coverage quality estimation has been a critical task for self-organized networks. In
real-world scenarios, deep-learning-powered coverage quality estimation methods cannot …

[PDF][PDF] DoMo: Rethinking Downscaling for Mobile Neural-enhanced Video Streaming

Z Zhu, X Wang, J Xu, W Zhang, Y Yuan, L Wang… - dang.fan
With the prevalence of 4G/5G infrastructure and mobile devices, mobile video streaming has
become an ubiquitous element of daily life. Nevertheless, the online delivery of …