In this paper, we exploit machine learning (ML) techniques on a range of radio channel metrics and throughput measurements from a commercial cellular network to ...
This paper exploits machine learning techniques on a range of radio channel metrics and throughput measurements from a commercial cellular network to ...
In this paper, we exploit machine learning (ML) techniques on a range of radio channel metrics and throughput measurements from a commercial cellular network to ...
Challenges. • Data rate in cellular networks may fluctuate by an order of magnitude over a span of a few seconds. • As a result, video streaming players ...
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Can accurate predictions improve video streaming in cellular networks?
Empowering video players in cellular: Throughput prediction from radio network measurements. D Raca, AH Zahran, CJ Sreenan, RK Sinha, E Halepovic, R Jana ...
Empowering video players in cellular : throughput prediction from radio network measurements. Raca, Darijo;Zahran, Ahmed H.;Sreenan, Cormac J.;Sinha, ...More.
Mar 4, 2024 · Raca et al., ''Empowering video players in cellular: Throughput predic- tion from radio network measurements,'' in Proc. 10th ACM Multimedia.
Accurate throughput predictions have demonstrated significant application benefits, such as improving the quality of experience in adaptive video streaming.
Throughput Prediction from Radio Network Measurements MMSYS'19 Darijo Raca*, Ahmed H. ... Conclusion We present a thorough quantitative study of throughput ...
This is the first study that examines the impact of integrating network-level data and applying a deep learning technique (on PHY and application data) for�...