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 …
Enhancing Quality of Experience in Telecommunication Networks: A Review of Frameworks and Machine Learning Algorithms
PHS Panahi, AH Jalilvand, A Diyanat - arxiv preprint arxiv:2404.16787, 2024 - arxiv.org
The Internet service provider industry is currently experiencing intense competition as
companies strive to provide top-notch services to their customers. Providers are introducing …
companies strive to provide top-notch services to their customers. Providers are introducing …
Wild networks: Exposure of 5G network infrastructures to adversarial examples
G Apruzzese, R Vladimirov… - … on Network and …, 2022 - ieeexplore.ieee.org
Fifth Generation (5G) networks must support billions of heterogeneous devices while
guaranteeing optimal Quality of Service (QoS). Such requirements are impossible to meet …
guaranteeing optimal Quality of Service (QoS). Such requirements are impossible to meet …
Machine learning-assisted closed-control loops for beyond 5g multi-domain zero-touch networks
Abstract End-to-End (E2E) services in beyond 5G (B5G) networks are expected to be built
upon resources and services distributed in multi-domain, multi-technology environments. In …
upon resources and services distributed in multi-domain, multi-technology environments. In …
A review on machine learning based user-centric multimedia streaming techniques
The multimedia content and streaming are a major means of information exchange in the
modern era and there is an increasing demand for such services. This coupled with the …
modern era and there is an increasing demand for such services. This coupled with the …
Machine learning approach to estimate video QoE of encrypted DASH traffic in 5G networks
RU Mustafa, D Moura… - 2021 IEEE Statistical …, 2021 - ieeexplore.ieee.org
5G communication technologies promise reduced latency and increased throughput, among
other features. The so-called enhanced Mobile Broadband (eMBB) type of services will …
other features. The so-called enhanced Mobile Broadband (eMBB) type of services will …
Empowerment of Atypical Viewers via Low-Effort Personalized Modeling of Video Streaming Quality
Quality of Experience (QoE) and QoE models are of an increasing importance to networked
systems. The traditional QoE modeling for video streaming applications builds a one-size-fits …
systems. The traditional QoE modeling for video streaming applications builds a one-size-fits …
A Survey on QoE Management Schemes for HTTP Adaptive Video Streaming: Challenges, Solutions, and Opportunities
With the emergence of new video streaming technologies, advancements in networking
paradigms, and the increasing popularity of mobile and smart devices, we are witnessing …
paradigms, and the increasing popularity of mobile and smart devices, we are witnessing …
[PDF][PDF] Machine learning based classifiers for QoE prediction framework in video streaming over 5G wireless networks
KB Ajeyprasaath, P Vetrivelan - Comput. Mater. Contin., 2023 - cdn.techscience.cn
Recently, the combination of video services and 5G networks have been gaining attention in
the wireless communication realm. With the brisk advancement in 5G network usage and the …
the wireless communication realm. With the brisk advancement in 5G network usage and the …
Prediction of round-trip time in 5g nsa networks in urban environment
Latency is a critical component in influencing application performance and user experience,
and it is widely measured through Round Trip Time (RTT). In this work, we aim at predicting …
and it is widely measured through Round Trip Time (RTT). In this work, we aim at predicting …