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

Mapping Intimacies ◽

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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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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Live Video Streaming Optimization Based on Deep Reinforcement Learning

Proceedings of the 2020 12th International Conference on Machine Learning and Computing ◽

10.1145/3383972.3384058 ◽

2020 ◽

Author(s):

Xueshuai Zhang ◽

Yuxiang Hu ◽

Ziyong Li

Keyword(s):

Reinforcement Learning ◽

Video Streaming ◽

Live Video Streaming

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An Exploration-driven Reinforcement Learning Model for Video Streaming Scheduling in 5G-Powered Drone

Journal of Physics Conference Series ◽

10.1088/1742-6596/1792/1/012019 ◽

2021 ◽

Vol 1792 (1) ◽

pp. 012019

Author(s):

ShuijieWang ◽

Yu Su ◽

Qianqian Cheng ◽

Yuhe Qiu

Keyword(s):

Reinforcement Learning ◽

Video Streaming ◽

Learning Model ◽

Reinforcement Learning Model ◽

Streaming Scheduling

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Pricing-based Deep Reinforcement Learning for Live Video Streaming with Joint User Association and Resource Management in Mobile Edge Computing

IEEE Transactions on Wireless Communications ◽

10.1109/twc.2021.3128741 ◽

2021 ◽

pp. 1-1

Author(s):

Po-Yu Chou ◽

Wei-Yu Chen ◽

Chih-Yu Wang ◽

Ren-Hung Hwang ◽

Wen-Tsuen Chen

Keyword(s):

Reinforcement Learning ◽

Resource Management ◽

Video Streaming ◽

Edge Computing ◽

User Association ◽

Mobile Edge Computing ◽

Live Video Streaming

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CaR-PLive: Cloud-assisted reinforcement learning based P2P live video streaming: a hybrid approach

Multimedia Tools and Applications ◽

10.1007/s11042-019-08102-1 ◽

2019 ◽

Vol 78 (23) ◽

pp. 34095-34127 ◽

Author(s):

Majid Sina ◽

Mehdi Dehghan ◽

Amir Masoud Rahmani

Keyword(s):

Reinforcement Learning ◽

Video Streaming ◽

Hybrid Approach ◽

Live Video Streaming

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Resource Allocation for Improved User Experience with Live Video Streaming in 5G

10.1145/3479242.3487316 ◽

2021 ◽

Author(s):

Fidan Mehmeti ◽

Thomas F. La Porta

Keyword(s):

Resource Allocation ◽

Video Streaming ◽

User Experience ◽

Live Video Streaming

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TCLiVi: Transmission Control in Live Video Streaming Based on Deep Reinforcement Learning

IEEE Transactions on Multimedia ◽

10.1109/tmm.2020.2985631 ◽

2020 ◽

pp. 1-1

Author(s):

Laizhong Cui ◽

Dongyuan Su ◽

Shu Yang ◽

Zhi Wang ◽

Zhong Ming

Keyword(s):

Reinforcement Learning ◽

Video Streaming ◽

Transmission Control ◽

Live Video Streaming

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Reinforcement learning-based opportunistic routing for live video streaming over multi-hop wireless networks

2017 IEEE 19th International Workshop on Multimedia Signal Processing (MMSP) ◽

10.1109/mmsp.2017.8122255 ◽

2017 ◽

Author(s):

Kexin Tang ◽

Chenglin Li ◽

Hongkai Xiong ◽

Junni Zou ◽

Pascal Frossard

Keyword(s):

Wireless Networks ◽

Reinforcement Learning ◽

Video Streaming ◽

Opportunistic Routing ◽

Live Video Streaming

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Deeplive: QoE Optimization for Live Video Streaming through Deep Reinforcement Learning

2019 IEEE 25th International Conference on Parallel and Distributed Systems (ICPADS) ◽

10.1109/icpads47876.2019.00122 ◽

2019 ◽

Author(s):

Zhao Tian ◽

Laiping Zhao ◽

Lihai Nie ◽

Peiqi Chen ◽

Shuyu Chen

Keyword(s):

Reinforcement Learning ◽

Video Streaming ◽

Live Video Streaming

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An enhanced AHP-TOPSIS-based clustering algorithm for high-quality live video streaming in flying ad hoc networks

The Journal of Supercomputing ◽

10.1007/s11227-021-03645-3 ◽

2021 ◽

Author(s):

Elnaz Khanmohammadi ◽

Behrang Barekatain ◽

Alfonso Ariza Quintana

Keyword(s):

Ad Hoc Networks ◽

Video Streaming ◽

Clustering Algorithm ◽

Ad Hoc ◽

High Quality ◽

Live Video Streaming ◽

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