When Machine Learning Algorithms Meet User Engagement Parameters to Predict Video QoE
Sign Up to like & getrecommendations! Published in 2021 at "Wireless Personal Communications"
DOI: 10.1007/s11277-020-07818-w
Abstract: In recent years, there has been a substantial increase in the distribution of videos over the Internet, and this has become one of the major activities that attract extensive attention. This means that users expect… read more here.
Keywords: video; quality; user engagement; qoe ... See more keywords
Q-SQUARE: A Q-learning approach to provide a QoE aware UAV flight path in cellular networks
Sign Up to like & getrecommendations! Published in 2019 at "Ad Hoc Networks"
DOI: 10.1016/j.adhoc.2019.101872
Abstract: Abstract This paper deals with the adoption of Unmanned Aerial Vehicles (UAVs) as mobile Base Stations providing video streaming services within a cellular macro area. We devise a Q-learning based UAV flight planning algorithm aimed… read more here.
Keywords: networks square; square learning; learning approach; uav flight ... See more keywords
QoE-Based Distributed Multichannel Allocation in 5G Heterogeneous Cellular Networks: A Matching-Coalitional Game Solution
Sign Up to like & getrecommendations! Published in 2017 at "IEEE Access"
DOI: 10.1109/access.2016.2606404
Abstract: We investigate the problem of multichannel allocation for small-cell users (SUs) in 5G heterogeneous cellular networks by taking users’ quality of experience (QoE) into account. In most existing channel allocation approaches, they are assumed that… read more here.
Keywords: cell; coalitional game; qoe; channel allocation ... See more keywords
D2D-Assisted VR Video Pre-Caching Strategy
Sign Up to like & getrecommendations! Published in 2018 at "IEEE Access"
DOI: 10.1109/access.2018.2868766
Abstract: Along with the advances of virtual reality (VR) technologies, VR applications are found in various fields. For example, at many major exhibitions, VR is used to mimic the real world through utilizing a number of… read more here.
Keywords: d2d assisted; assisted video; caching algorithm; pre caching ... See more keywords
Convolutional Neural Networks for Continuous QoE Prediction in Video Streaming Services
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Access"
DOI: 10.1109/access.2020.3004125
Abstract: 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 complexity caused by the temporal dependencies in QoE… read more here.
Keywords: video streaming; continuous qoe; streaming services; prediction ... See more keywords
A Self-Tuning Algorithm for Optimal QoE-Driven Traffic Steering in LTE
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Access"
DOI: 10.1109/access.2020.3019281
Abstract: Due to the wide diversity of services in mobile networks, cellular operators have changed their focus from Quality of Service (QoS) to Quality of Experience (QoE). To manage this change, Self-Organizing Networks (SON) techniques have… read more here.
Keywords: self tuning; tuning algorithm; traffic steering; lte ... See more keywords
QoE Analysis for Improving Multimedia Services Based on Different Operating Situations on Cellular Networks
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Access"
DOI: 10.1109/access.2021.3106241
Abstract: Cellular networks are constantly evolving to support the new context and demands of users with increasing internet traffic. The key to a service provider’s success is a direct response to endpoints to retain existing users… read more here.
Keywords: different operating; multimedia services; operating situations; cellular networks ... See more keywords
QoE-Driven IoT Architecture: A Comprehensive Review on System and Resource Management
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Access"
DOI: 10.1109/access.2022.3197585
Abstract: Internet of Things (IoT) services have grown substantially in recent years. Consequently, IoT service providers (SPs) are emerging in the market and competing to offer their services. Many IoT applications utilize these services in an… read more here.
Keywords: resource management; system; system resource; qoe driven ... See more keywords
Industrial User Experience Index vs. Quality of Experience Models
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Communications Magazine"
DOI: 10.1109/mcom.001.2200044
Abstract: Network operators have increased interest in understanding and quantifying the user perceived quality of experience (QoE). Appropriate QoE models allow mapping of measurable QoS parameters to QoE metrics like mean opinion scores (MOS) or poor-or-worse… read more here.
Keywords: index; quality experience; experience; qoe ... See more keywords
Edge QoE: Intelligent Big Data Caching via Deep Reinforcement Learning
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Network"
DOI: 10.1109/mnet.011.1900393
Abstract: In mobile edge networks (MENs), big data caching services are expected to provide mobile users with better quality of experience (QoE) than normal scenarios. However, the increasing types of sensors and devices are producing an… read more here.
Keywords: data caching; reinforcement learning; deep reinforcement; qoe ... See more keywords
Buffer State is Enough: Simplifying the Design of QoE-Aware HTTP Adaptive Video Streaming
Sign Up to like & getrecommendations! Published in 2018 at "IEEE Transactions on Broadcasting"
DOI: 10.1109/tbc.2018.2789580
Abstract: Recently, the prevalence of mobile devices together with the outburst of user-generated contents has fueled the tremendous growth of the Internet traffic taken by video streaming. To improve user-perceived quality-of-experience (QoE), dynamic adaptive streaming via… read more here.
Keywords: video; video streaming; buffer; qoe ... See more keywords