Large-scale mobile traffic analysis: a survey

D Naboulsi, M Fiore, S Ribot… - … Surveys & Tutorials, 2015 - ieeexplore.ieee.org
This article surveys the literature on analyses of mobile traffic collected by operators within
their network infrastructure. This is a recently emerged research field, and, apart from a few …

Measuring video QoE from encrypted traffic

G Dimopoulos, I Leontiadis, P Barlet-Ros… - Proceedings of the …, 2016 - dl.acm.org
Tracking and maintaining satisfactory QoE for video streaming services is becoming a
greater challenge for mobile network operators than ever before. Downloading and …

A survey of emerging concepts and challenges for QoE management of multimedia services

L Skorin-Kapov, M Varela, T Hoßfeld… - ACM Transactions on …, 2018 - dl.acm.org
Quality of Experience (QoE) has received much attention over the past years and has
become a prominent issue for delivering services and applications. A significant amount of …

A survey on QoE-oriented wireless resources scheduling

I Sousa, MP Queluz, A Rodrigues - Journal of Network and Computer …, 2020 - Elsevier
Future wireless systems are expected to provide a wide range of services to more and more
users. Advanced scheduling strategies thus arise not only to perform efficient radio resource …

QoE matters more than QoS: Why people stop watching cat videos

H Nam, KH Kim, H Schulzrinne - IEEE INFOCOM 2016-The …, 2016 - ieeexplore.ieee.org
With the proliferation of online video, measuring quality of experience (QoE) has become a
pivotal aspect for the analysis of today's over-the-top (OTT) video streaming. To monitor …

A machine learning approach to classifying YouTube QoE based on encrypted network traffic

I Orsolic, D Pevec, M Suznjevic… - Multimedia tools and …, 2017 - Springer
Due to the widespread use of encryption in Over-The-Top video streaming traffic, network
operators generally lack insight into application-level quality indicators (eg, video quality …

Predicting QoE in cellular networks using machine learning and in-smartphone measurements

P Casas, A D'Alconzo, F Wamser… - … on Quality of …, 2017 - ieeexplore.ieee.org
Monitoring the Quality of Experience (QoE) undergone by cellular network customers has
become paramount for cellular ISPs, who need to ensure high quality levels to limit customer …

Characterizing and improving wifi latency in large-scale operational networks

K Sui, M Zhou, D Liu, M Ma, D Pei, Y Zhao, Z Li… - Proceedings of the 14th …, 2016 - dl.acm.org
WiFi latency is a key factor impacting the user experience of modern mobile applications, but
it has not been well studied at large scale. In this paper, we design and deploy WiFiSeer, a …

Modeling web quality-of-experience on cellular networks

A Balachandran, V Aggarwal, E Halepovic… - Proceedings of the 20th …, 2014 - dl.acm.org
Recent studies have shown that web browsing is one of the most prominent cellular
applications. It is therefore important for cellular network operators to understand how radio …

A study on application-aware scheduling in wireless networks

X Zheng, Z Cai, J Li, H Gao - IEEE Transactions on Mobile …, 2016 - ieeexplore.ieee.org
The past decade witnessed the dramatic evolution from Quality of Service (QoS) to Quality of
Experience (QoE) in the design of wireless networks, especially on the aspect of link …