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Improvement on a Traffic Data Generator for Networking AI Algorithm Development

Recently, many Artificial Intelligence (AI) based schemes have been proposed to support network measurement and management, such as network traffic classification, intrusion detection, traffic prediction, etc. These AI schemes have demonstrated …

A Real Application Enabled Traffic Generator for Networking AI Model Development

The network measurement and management are more challenging in the next generation network systems due to the increasing demand for communications and complex network infrastructure. The emerging artificial intelligence (AI) algorithms have recently …

Autonomous Unknown-Application Filtering and Labeling for DL-based Traffic Classifier Update

Network traffic classification has been widely studied to fundamentally advance network measurement and management. Machine Learning is one of the effective approaches for network traffic classification. Specifically, Deep Learning (DL) has attracted …

Autonomous Model Update Scheme for Deep Learning Based Network Traffic Classifiers

Network traffic classification is essential in access network for end-to-end network management and measurement such as network intrusion detection, network resource allocation. State-of- the-art Deep Learning based classifiers have high accuracy …

An Ensemble-based Network Intrusion Detection Scheme with Bayesian Deep Learning

Network intrusion detection is the fundamental of the Cybersecurity which plays an important role in preventing the systems away from malicious network traffic. Recent Artificial Intelligence (AI) based intrusion detection systems provide simple and …

A UAV Based Multi-object Detection Scheme to Enhance Road Condition Monitoring and Control for Future Smart Transportation

Road condition monitoring and control is essential for smart transportation in the era of autonomous driving. In this paper, we propose to apply unmanned aerial vehicle (UAV), wireless communications and artificial intelligence (AI) to achieve …

A Distributed Network QoE Measurement Framework for Smart Networks in Smart Cities

Smart City requires an intelligent and efficient network to provide services with good quality-of-experience (QoE). In this paper, we propose to develop a secure and distributed network QoE measurement for smart networks in Smart Cities. Network …