Influence of video content type on the usefulness of reinforcement learning algorithms in DASH systems
نویسندگان
چکیده
The article presents the result of research on DASH (Dynamic Adaptive Streaming over HTTP) systems. In proposed solution, adaptive algorithm is based RL (Reinforcement Learning) paradigm. Pensieve was chosen as basis for tests. This widely discussed in scientific literature and therefore study analysis its properties useful a wide range solutions using DASH. main contribution presented test results to development knowledge video streaming services consists impact characteristics materials effectiveness adaptation process implemented by developed model. show that this influence should not be omitted any in-depth analyses
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15 صفحه اولReinforcement learning algorithms for DASH video streaming
Dynamic Adaptive Streaming over HTTP (DASH) is a video streaming standard developed in 2011; the servers have several copies of every video at different bitrates, leaving the clients complete freedom to choose the bitrate of each segment and adapt to the available bandwidth. The research on client-side strategies to optimize user Quality of Experience (QoE) is ongoing; one of the most promising...
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ژورنال
عنوان ژورنال: Journal of Computer Sciences Institute
سال: 2023
ISSN: ['2544-0764']
DOI: https://doi.org/10.35784/jcsi.3579