Beyond throughput: A 4G LTE dataset with channel and context metrics
In this paper, we present a 4G trace dataset composed of client-side cellular key
performance indicators (KPIs) collected from two major Irish mobile operators, across …
performance indicators (KPIs) collected from two major Irish mobile operators, across …
A survey on client throughput prediction algorithms in wired and wireless networks
Network communication has become a part of everyday life, and the interconnection among
devices and people will increase even more in the future. Nevertheless, prediction of Quality …
devices and people will increase even more in the future. Nevertheless, prediction of Quality …
Machine learning at the mobile edge: The case of dynamic adaptive streaming over http (dash)
Dynamic Adaptive Streaming over HTTP (DASH) is a standard for delivering video in
segments and adapting each segment's bitrate (quality), to adjust to changing and limited …
segments and adapting each segment's bitrate (quality), to adjust to changing and limited …
Empowering video players in cellular: Throughput prediction from radio network measurements
Today's HTTP adaptive streaming applications are designed to provide high levels of Quality
of Experience (QoE) across a wide range of network conditions. The adaptation logic in …
of Experience (QoE) across a wide range of network conditions. The adaptation logic in …
Improving UE energy efficiency through network-aware video streaming over 5g
Adaptive Bitrate (ABR) Streaming over cellular networks has been well studied in the
literature; however, existing ABR algorithms primarily focus on improving the end-user …
literature; however, existing ABR algorithms primarily focus on improving the end-user …
System modeling and performance evaluation of predictive QoS for future tele-operated driving
Future Tele-operated Driving (ToD) applications place challenging Quality of Service (QoS)
demands on existing mobile communication networks that are highly important to comply …
demands on existing mobile communication networks that are highly important to comply …
Incorporating prediction into adaptive streaming algorithms: A QoE perspective
Streaming over the wireless channel is challenging due to rapid fluctuations in available
throughput. Encouraged by recent advances in cellular throughput prediction based on …
throughput. Encouraged by recent advances in cellular throughput prediction based on …
EnDASH-A mobility adapted energy efficient ABR video streaming for cellular networks
User experience of watching videos in smartphones while travelling is often limited by fast
battery drainage. Existing client video players use adaptive bitrate (ABR) streaming through …
battery drainage. Existing client video players use adaptive bitrate (ABR) streaming through …
Gendt: mobile network drive testing made efficient with generative modeling
Drive testing continues to play a key role in mobile network optimization for operators but its
high cost is a big concern. Alternative approaches like virtual drive testing (VDT) target …
high cost is a big concern. Alternative approaches like virtual drive testing (VDT) target …
ML-driven DASH content pre-fetching in MEC-enabled mobile networks
Streaming high-quality video over dynamic radio networks is challenging. Dynamic adaptive
streaming over HTTP (DASH) is a standard for delivering video in segments, and adapting …
streaming over HTTP (DASH) is a standard for delivering video in segments, and adapting …