Double sarsa based machine learning to improve quality of video streaming over HTTP through wireless networks
D Kumar, N Logganathan… - … for a 5G Future (ITU K), 2018 - ieeexplore.ieee.org
The adaptive streaming over HTTP is widely advocated to enhance the Quality of
Experience (QoE) in a bitrate constrained IP network. However, most previous approaches
based on estimation of available link bandwidth or fullness of media buffer tend to become
ineffective due to the variability of IP traffic patterns. In this paper, we propose a Double State-
Action-Reward-State-Action (Sarsa) based machine learning method to improve user QoE in
IP network. The Pv video quality estimation model specified in ITU-T P. 1203.1 …
Experience (QoE) in a bitrate constrained IP network. However, most previous approaches
based on estimation of available link bandwidth or fullness of media buffer tend to become
ineffective due to the variability of IP traffic patterns. In this paper, we propose a Double State-
Action-Reward-State-Action (Sarsa) based machine learning method to improve user QoE in
IP network. The Pv video quality estimation model specified in ITU-T P. 1203.1 …
[CITATION][C] Double SARSA based machine learning to improve quality of video streaming over HTTP through wireless networks. In 2018 ITU Kaleidoscope: Machine …
D Kumar, N Logganathan, VP Kafle - 2018
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