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A comprehensive survey of recent internet measurement techniques for cyber security
As the Internet has transformed into a critical infrastructure, society has become more
vulnerable to its security flaws. Despite substantial efforts to address many of these …
vulnerable to its security flaws. Despite substantial efforts to address many of these …
A review on machine learning–based approaches for Internet traffic classification
Traffic classification acquired the interest of the Internet community early on. Different
approaches have been proposed to classify Internet traffic to manage both security and …
approaches have been proposed to classify Internet traffic to manage both security and …
Mobile encrypted traffic classification using deep learning: Experimental evaluation, lessons learned, and challenges
The massive adoption of hand-held devices has led to the explosion of mobile traffic
volumes traversing home and enterprise networks, as well as the Internet. Traffic …
volumes traversing home and enterprise networks, as well as the Internet. Traffic …
XAI meets mobile traffic classification: Understanding and improving multimodal deep learning architectures
The increasing diffusion of mobile devices has dramatically changed the network traffic
landscape, with Traffic Classification (TC) surging into a fundamental role while facing new …
landscape, with Traffic Classification (TC) surging into a fundamental role while facing new …
Flowprint: Semi-supervised mobile-app fingerprinting on encrypted network traffic
Mobile-application fingerprinting of network traffic is valuable for many security solutions as
it provides insights into the apps active on a network. Unfortunately, existing techniques …
it provides insights into the apps active on a network. Unfortunately, existing techniques …
50 ways to leak your data: An exploration of apps' circumvention of the android permissions system
Modern smartphone platforms implement permission-based models to protect access to
sensitive data and system resources. However, apps can circumvent the permission model …
sensitive data and system resources. However, apps can circumvent the permission model …
Iot inspector: Crowdsourcing labeled network traffic from smart home devices at scale
The proliferation of smart home devices has created new opportunities for empirical
research in ubiquitous computing, ranging from security and privacy to personal health. Yet …
research in ubiquitous computing, ranging from security and privacy to personal health. Yet …
“Won't somebody think of the children?” examining COPPA compliance at scale
We present a scalable dynamic analysis frame-work that allows for the automatic evaluation
of the privacy behaviors of Android apps. We use our system to analyze mobile apps' …
of the privacy behaviors of Android apps. We use our system to analyze mobile apps' …
Mobile encrypted traffic classification using deep learning
The massive adoption of hand-held devices has led to the explosion of mobile traffic
volumes traversing home and enterprise networks, as well as the Internet. Procedures for …
volumes traversing home and enterprise networks, as well as the Internet. Procedures for …
Improving performance, reliability, and feasibility in multimodal multitask traffic classification with XAI
The promise of Deep Learning (DL) in solving hard problems such as network Traffic
Classification (TC) is being held back by the severe lack of transparency and explainability …
Classification (TC) is being held back by the severe lack of transparency and explainability …