Deep reinforcement learning based QoE-aware actor-learner architectures for video streaming in IoT environments

Computing ◽

10.1007/s00607-021-01046-1 ◽

2022 ◽

Author(s):

Mandan Naresh ◽

Vikramjeet Das ◽

Paresh Saxena ◽

Manik Gupta

Keyword(s):

Reinforcement Learning ◽

Video Streaming

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RAPT360: Reinforcement Learning-Based Rate Adaptation for 360-degree Video Streaming with Adaptive Prediction and Tiling

IEEE Transactions on Circuits and Systems for Video Technology ◽

10.1109/tcsvt.2021.3076585 ◽

2021 ◽

pp. 1-1

Author(s):

Nuowen Kan ◽

Junni Zou ◽

Chenglin Li ◽

Wenrui Dai ◽

Hongkai Xiong

Keyword(s):

Reinforcement Learning ◽

Video Streaming ◽

Rate Adaptation ◽

Adaptive Prediction

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Accelerating Deep Reinforcement Learning With the Aid of Partial Model: Energy-Efficient Predictive Video Streaming

IEEE Transactions on Wireless Communications ◽

10.1109/twc.2021.3053319 ◽

2021 ◽

pp. 1-1

Author(s):

Dong Liu ◽

Jianyu Zhao ◽

Chenyang Yang ◽

Lajos Hanzo

Keyword(s):

Reinforcement Learning ◽

Video Streaming ◽

Energy Efficient ◽

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Continuous Bitrate & Latency Control with Deep Reinforcement Learning for Live Video Streaming

Proceedings of the 27th ACM International Conference on Multimedia ◽

10.1145/3343031.3356063 ◽

2019 ◽

Author(s):

Ruying Hong ◽

Qiwei Shen ◽

Lei Zhang ◽

Jing Wang

Keyword(s):

Reinforcement Learning ◽

Video Streaming ◽

Live Video Streaming

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Optimized bitrate ladders for adaptive video streaming with deep reinforcement learning

10.1145/3405837.3411387 ◽

2020 ◽

Author(s):

Tianchi Huang ◽

Lifeng Sun

Keyword(s):

Reinforcement Learning ◽

Video Streaming ◽

Adaptive Video Streaming ◽

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HotDASH: Hotspot Aware Adaptive Video Streaming Using Deep Reinforcement Learning

2018 IEEE 26th International Conference on Network Protocols (ICNP) ◽

10.1109/icnp.2018.00026 ◽

2018 ◽

Author(s):

Satadal Sengupta ◽

Niloy Ganguly ◽

Sandip Chakraborty ◽

Pradipta De

Keyword(s):

Reinforcement Learning ◽

Video Streaming ◽

Adaptive Video Streaming ◽

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Adaptive Video Streaming With Edge Caching and Video Transcoding Over Software-Defined Mobile Networks: A Deep Reinforcement Learning Approach

IEEE Transactions on Wireless Communications ◽

10.1109/twc.2019.2955129 ◽

2020 ◽

Vol 19 (3) ◽

pp. 1577-1592 ◽

Author(s):

Jia Luo ◽

F. Richard Yu ◽

Qianbin Chen ◽

Lun Tang

Keyword(s):

Reinforcement Learning ◽

Video Streaming ◽

Mobile Networks ◽

Video Transcoding ◽

Learning Approach ◽

Adaptive Video Streaming ◽

Adaptive Video ◽

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Reinforcement learning algorithm for optimised cross layer medical video streaming over WiMAX networks

2010 7th International Symposium on Communication Systems, Networks & Digital Signal Processing (CSNDSP 2010) ◽

10.1109/csndsp16145.2010.5580301 ◽

2010 ◽

Author(s):

Ali Alinejad ◽

Nada Philip ◽

Robert Istepanian

Keyword(s):

Reinforcement Learning ◽

Video Streaming ◽

Learning Algorithm ◽

Cross Layer ◽

Wimax Networks ◽

Reinforcement Learning Algorithm

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Multiuser Video Streaming Rate Adaptation: A Physical Layer Resource-Aware Deep Reinforcement Learning Approach

2019 IEEE Visual Communications and Image Processing (VCIP) ◽

10.1109/vcip47243.2019.8965912 ◽

2019 ◽

Author(s):

Kexin Tang ◽

Nuowen Kan ◽

Junni Zou ◽

Xiao Fu ◽

Mingyi Hong ◽

...

Keyword(s):

Reinforcement Learning ◽

Video Streaming ◽

Rate Adaptation ◽

Physical Layer ◽

Learning Approach ◽

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MA360: Multi-Agent Deep Reinforcement Learning Based Live 360-Degree Video Streaming on Edge

2020 IEEE International Conference on Multimedia and Expo (ICME) ◽

10.1109/icme46284.2020.9102836 ◽

2020 ◽

Author(s):

Yixuan Ban ◽

Yuanxing Zhang ◽

Haodan Zhang ◽

Xinggong Zhang ◽

Zongming Guo

Keyword(s):

Reinforcement Learning ◽

Video Streaming ◽

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A Deep Graph Reinforcement Learning Model for Improving User Experience in Live Video Streaming

10.1109/bigdata52589.2021.9671949 ◽

2021 ◽

Author(s):

Stefanos Antaris ◽

Dimitrios Rafailidis ◽

Sarunas Gidzijauskas

Keyword(s):

Reinforcement Learning ◽

Video Streaming ◽

User Experience ◽

Learning Model ◽

Live Video Streaming ◽

Reinforcement Learning Model

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