Intelligent aerial video streaming: Achievements and challenges

TV Nguyen, NP Nguyen, C Kim, NN Dao - Journal of Network and …, 2023 - Elsevier
Deploying aerial infrastructure to support traditional terrestrial wireless communications has
enhanced the maturity of 5G networks and beyond. This improvement has certainly …

A survey of machine learning techniques for video quality prediction from quality of delivery metrics

O Izima, R de Fréin, A Malik - Electronics, 2021 - mdpi.com
A growing number of video streaming networks are incorporating machine learning (ML)
applications. The growth of video streaming services places enormous pressure on network …

[HTML][HTML] SDN and NFV for QoE-driven multimedia services delivery: The road towards 6G and beyond networks

AA Barakabitze, R Walshe - Computer Networks, 2022 - Elsevier
The concept for developing the future mobile communication systems has been explored in
recent years with a vision towards 5G and 6G systems. Meeting performance targets such as …

Practical gan-based synthetic ip header trace generation using netshare

Y Yin, Z Lin, M Jin, G Fanti, V Sekar - Proceedings of the ACM SIGCOMM …, 2022 - dl.acm.org
We explore the feasibility of using Generative Adversarial Networks (GANs) to automatically
learn generative models to generate synthetic packet-and flow header traces for networking …

New directions in automated traffic analysis

J Holland, P Schmitt, N Feamster, P Mittal - Proceedings of the 2021 …, 2021 - dl.acm.org
Machine learning is leveraged for many network traffic analysis tasks in security, from
application identification to intrusion detection. Yet, the aspects of the machine learning …

Continuous in-network round-trip time monitoring

S Sengupta, H Kim, J Rexford - Proceedings of the ACM SIGCOMM 2022 …, 2022 - dl.acm.org
Round-trip time (RTT) is a central metric that influences end-user QoE and can expose traffic-
interception attacks. Many popular RTT monitoring techniques either send active probes …

A look behind the curtain: traffic classification in an increasingly encrypted web

I Akbari, MA Salahuddin, L Ven, N Limam… - Proceedings of the …, 2021 - dl.acm.org
Traffic classification is essential in network management for operations ranging from
capacity planning, performance monitoring, volumetry, and resource provisioning, to …

Enabling passive measurement of zoom performance in production networks

O Michel, S Sengupta, H Kim, R Netravali… - Proceedings of the 22nd …, 2022 - dl.acm.org
Video-conferencing applications impose high loads and stringent performance requirements
on the network. To better understand and manage these applications, we need effective …

Inferring streaming video quality from encrypted traffic: Practical models and deployment experience

F Bronzino, P Schmitt, S Ayoubi, G Martins… - Proceedings of the …, 2019 - dl.acm.org
Inferring the quality of streaming video applications is important for Internet service
providers, but the fact that most video streams are encrypted makes it difficult to do so. We …

Measuring TCP round-trip time in the data plane

X Chen, H Kim, JM Aman, W Chang, M Lee… - Proceedings of the …, 2020 - dl.acm.org
We present a data-plane algorithm that passively and continuously monitors the Round-Trip
Time of TCP traffic, by matching data packets with their associated acknowledgments and …