Supervised-learning-based qoe prediction of video streaming in future networks: A tutorial with comparative study
Quality of experience (QoE)-based service management remains key for successful
provisioning of multimedia services in next-generation networks such as 5G/6G, which …
provisioning of multimedia services in next-generation networks such as 5G/6G, which …
Desvq: Deep learning based streaming video qoe estimation
M Ghosh, DC Singhal, R Wayal - … of the 23rd International Conference on …, 2022 - dl.acm.org
The quality-of-experience (QoE) is a notable subjective quality metric to assess the
efficiency of multimedia streaming services. Video streaming is a segment seeing notable …
efficiency of multimedia streaming services. Video streaming is a segment seeing notable …
Convolutional neural networks for continuous QoE prediction in video streaming services
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 …
plays a crucial role in delivering high quality streaming contents to the user. However, the …
A survey on multimedia services QoE assessment and machine learning-based prediction
The groundbreaking evolution in mobile and wireless communication networks design in
recent years, in combination with the advancement of mobile terminal equipment …
recent years, in combination with the advancement of mobile terminal equipment …
Learning a continuous-time streaming video QoE model
Over-the-top adaptive video streaming services are frequently impacted by fluctuating
network conditions that can lead to rebuffering events (stalling events) and sudden bitrate …
network conditions that can lead to rebuffering events (stalling events) and sudden bitrate …
Improving QoE prediction in mobile video through machine learning
P Casas, S Wassermann - … Conference on the Network of the …, 2017 - ieeexplore.ieee.org
Despite the massive adoption of HTTP adaptive streaming technology, buffering is still the
most harmful event for QoE in video streaming. Previous studies have shown that buffering …
most harmful event for QoE in video streaming. Previous studies have shown that buffering …
Streaming video QoE modeling and prediction: A long short-term memory approach
N Eswara, S Ashique, A Panchbhai… - … on Circuits and …, 2019 - ieeexplore.ieee.org
Due to the rate adaptation in hypertext transfer protocol adaptive streaming, the video quality
delivered to the client keeps varying with time depending on the end-to-end network …
delivered to the client keeps varying with time depending on the end-to-end network …
Learning QoE of mobile video transmission with deep neural network: A data-driven approach
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 …
video transmission and thus essential for network management, such as network …
A supervised machine learning approach for dash video qoe prediction in 5g networks
Future fifth generation (5G) networks are envisioned to provide improved Quality-of-
Experience (QoE) for applications by means of higher data rates, low and ultra-reliable …
Experience (QoE) for applications by means of higher data rates, low and ultra-reliable …
Estimating video streaming QoE in the 5G architecture using machine learning
S Schwarzmann, C Cassales Marquezan… - Proceedings of the 4th …, 2019 - dl.acm.org
Compared to earlier mobile network generations, the 5G system architecture has been
significantly enhanced by the introduction of network analytics functionalities and ex-tended …
significantly enhanced by the introduction of network analytics functionalities and ex-tended …