Machine learning based user QoE evaluation for video streaming over Mobile network

Y Zhu, T Sun, Q Li, L Lu, X Duan… - 2020 IEEE International …, 2020 - ieeexplore.ieee.org
Quality of experience (QoE) serves as a direct evaluation of users' experience in mobile
video transmission and is critical to ensure good network service. Although many efforts …

Developing a QoE monitoring approach for video service based on mobile terminals

X Liu, X Tao, L Wang, Y Zhan… - … Conference on Computing …, 2019 - ieeexplore.ieee.org
Quality of experience (QoE) is crucial for wireless network operators with respect to both
technical evolution and profit promotion. However, operators are still unable to monitor user …

Learning QoE of mobile video transmission with deep neural network: A data-driven approach

X Tao, Y Duan, M Xu, Z Meng… - IEEE Journal on Selected …, 2019 - ieeexplore.ieee.org
Quality of experience (QoE) serves as a direct evaluation of users' experiences in mobile
video transmission and thus essential for network management, such as network …

Supervised-learning-based qoe prediction of video streaming in future networks: A tutorial with comparative study

A Ahmad, AB Mansoor, AA Barakabitze… - IEEE …, 2021 - ieeexplore.ieee.org
Quality of experience (QoE)-based service management remains key for successful
provisioning of multimedia services in next-generation networks such as 5G/6G, which …

QoE Models for Online Video Streaming

R Zhang, X Zhang, P Guo, Q Fan… - 2021 20th International …, 2021 - ieeexplore.ieee.org
With the rising popularity of video streaming services, Quality of Experience (QoE) acts as
the crucial role in improving user's experience. Distinguished from Quality of Service (QoS) …

Peripheral sensing: Monitoring quality of experience for video services based on mobile terminals

X Liu, X Tao, Y Zhan, J Lu - IEEE Access, 2019 - ieeexplore.ieee.org
Quality of experience (QoE), which directly relates to both technical evolvement and profit
promotion, is a vital concern for mobile video services. However, the wireless network …

Predicting QoE of Video Streaming with Network-Context Features

H Hu, Z Xu, X Zhang, Z Guo - 2019 2nd International …, 2019 - ieeexplore.ieee.org
It is always the top priority for network service providers to provide better Quality of
Experience (QoE). Huge efforts have been devoted to Adaptive Bit Rate (ABR) streaming …

Learning-Based QoE Prediction and Optimization for Video Streaming

X Yang, H Hu - 2021 6th International Conference on Image …, 2021 - ieeexplore.ieee.org
It is always the top priority for network service providers to provide better Quality of
Experience (QoE) for users around the world. Huge efforts have been devoted to Adaptive …

Analysis and estimation of video QoE in wireless cellular networks using machine learning

D Minovski, C Åhlund, K Mitra… - … Conference on Quality …, 2019 - ieeexplore.ieee.org
The use of video streaming services are increasing in the cellular networks, inferring a need
to monitor video quality to meet users' Quality of Experience (QoE). The so-called no …

Convolutional Neural Networks for Continuous QoE Prediction in Video Streaming Services

T Nguyen Duc, CM Tran, PX Tan, E Kamioka - arXiv e-prints, 2020 - ui.adsabs.harvard.edu
In video streaming services, predicting the continuous user's quality of experience (QoE)
plays a crucial role in delivering high quality streaming contents to the user. However, the …