Packet-level prediction of mobile-app traffic using multitask deep learning
The prediction of network traffic characteristics helps in understanding this complex
phenomenon and enables a number of practical applications, ranging from network …
phenomenon and enables a number of practical applications, ranging from network …
Predicting QoE factors with machine learning
Classic network control techniques have as sole objective the fulfillment of Quality-of-
Service (QoS) metrics, being quantitative and network-centric. Nowadays, the research …
Service (QoS) metrics, being quantitative and network-centric. Nowadays, the research …
Classifying flows and buffer state for YouTube's HTTP adaptive streaming service in mobile networks
Accurate cross-layer information is very useful to optimize mobile networks for specific
applications. However, providing application-layer information to lower protocol layers has …
applications. However, providing application-layer information to lower protocol layers has …
Uplink vs. downlink: Machine learning-based quality prediction for http adaptive video streaming
Streaming video is responsible for the bulk of Internet traffic these days. For this reason,
Internet providers and network operators try to make predictions and assessments about the …
Internet providers and network operators try to make predictions and assessments about the …
Youtube qoe estimation from encrypted traffic: Comparison of test methodologies and machine learning based models
I Orsolic, M Suznjevic… - 2018 Tenth International …, 2018 - ieeexplore.ieee.org
Over the last few years, different client-side QoE monitoring apps have been developed that
benchmark the performance of popular video streaming services. Such tools also provide …
benchmark the performance of popular video streaming services. Such tools also provide …
A public dataset for youtube's mobile streaming client
T Karagkioules, D Tsilimantos… - 2018 Network Traffic …, 2018 - ieeexplore.ieee.org
Datasets are a valuable resource to analyze, model and optimize network traffic. This paper
describes a new public dataset for YouTube's popular video streaming client on mobile …
describes a new public dataset for YouTube's popular video streaming client on mobile …
In-network qoe and kpi monitoring of mobile youtube traffic: Insights for encrypted ios flows
I Oršolić, P Rebernjak, M Sužnjević… - … on Network and …, 2018 - ieeexplore.ieee.org
Solutions for in-network monitoring of QoE-related KPIs are a necessary prerequisite to
detecting potential impairments, identifying their root cause, and consequently invoking QoE …
detecting potential impairments, identifying their root cause, and consequently invoking QoE …
Impact of the net neutrality repeal on communication networks
Network neutrality is the principle of treating equally all Internet traffic regardless of its
source, destination, content, application or other related distinguishing metrics. Under net …
source, destination, content, application or other related distinguishing metrics. Under net …
A wrapper for automatic measurements with YouTube's native Android app
YouTube is one of the most popular and demanding services in the Internet today. Thereby,
a large portion of this traffic is generated by YouTube's mobile app. While past studies have …
a large portion of this traffic is generated by YouTube's mobile app. While past studies have …
Is the uplink enough? estimating video stalls from encrypted network traffic
Today's traffic projections speak of almost 58% video traffic across the Internet. Nearly all
video traffic is encrypted, accounting for more than 50% encrypted traffic worldwide. To …
video traffic is encrypted, accounting for more than 50% encrypted traffic worldwide. To …