Large-scale mobile traffic analysis: a survey
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 …
their network infrastructure. This is a recently emerged research field, and, apart from a few …
Opprentice: Towards practical and automatic anomaly detection through machine learning
Closely monitoring service performance and detecting anomalies are critical for Internet-
based services. However, even though dozens of anomaly detectors have been proposed …
based services. However, even though dozens of anomaly detectors have been proposed …
Leveraging ambient lte traffic for ubiquitous passive communication
To support ubiquitous computing for various applications (such as smart health, smart
homes, and smart cities), the communication system requires to be ubiquitously available …
homes, and smart cities), the communication system requires to be ubiquitously available …
Survey of research on Quality of Experience modelling for web browsing
A significant amount of research has been published to date studying various measures and
influence factors related to the user experience when browsing Web content on different …
influence factors related to the user experience when browsing Web content on different …
Predicting QoE in cellular networks using machine learning and in-smartphone measurements
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 …
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
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 …
it has not been well studied at large scale. In this paper, we design and deploy WiFiSeer, a …
A study on application-aware scheduling in wireless networks
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 …
Experience (QoE) in the design of wireless networks, especially on the aspect of link …
Multi-task hierarchical adversarial inverse reinforcement learning
Abstract Multi-task Imitation Learning (MIL) aims to train a policy capable of performing a
distribution of tasks based on multi-task expert demonstrations, which is essential for …
distribution of tasks based on multi-task expert demonstrations, which is essential for …
Next to you: Monitoring quality of experience in cellular networks from the end-devices
A quarter of the world population will be using smartphones to access the Internet in the
near future. In this context, understanding the quality of experience (QoE) of popular apps in …
near future. In this context, understanding the quality of experience (QoE) of popular apps in …
WiFi can be the weakest link of round trip network latency in the wild
As mobile Internet is now indispensable in our daily lives, WiFi's latency performance has
become critical to mobile applications' quality of experience. Unfortunately, WiFi hop latency …
become critical to mobile applications' quality of experience. Unfortunately, WiFi hop latency …