Software-defined networkTraffic detectionSecurityDeep learningData flowThe climate has changed absolutely in every area in just a few years as digitized, making high-speed internet service a significant need in the future. Future Internet is supposed to face exponential growth in traffic, and highly ...
Privacy Preserving Collaborative Encrypted Network Traffic Classification (Differential Privacy, Federated Learning, Membership Inference Attack, Encrypted Traffic Classification) - PrivPkt/PrivPkt
The central activity of many crucial network monitoring and supervisory operations, such as quality of service, billing and anomaly detection is the classification of network flows based on application. A serious challenge in traffic analysis is to extract effective and reliable features. In this chapt...
代码联接:GitHub - echowei/DeepTraffic: Deep Learning models for network traffic classification 复现结果: 复现结果 中间还是遇到很多问题: 工具USTC-TL2016进行数据预处理开发工具问题处理: 工具联接:github.com/yungshenglu/ USTC-TL2016问题处理详情:使用USTC-TK2016工具对USTC-TFC2016数据集进行处理--报错解决记...
Implementation of a multi-task model for encrypted network traffic classification based on transformer and 1D-CNN. - yuchengml/MTC
Applied Intelligence - Network traffic classification aims to associate the network traffic with a class of traffic characterization (e.g., Streaming) or applications (e.g., Facebook). This ability...关键词: Network traffic classification Self-attention Multi-task learning Model efficiency Transformer...
加密流量分类-论文2:Deep Packet_ A Novel Approach For Encrypted Traffic Classification Using Deep Learning 0、摘要 论文提出的方案称为“深度包”(deep packet),可以处理网络流量分类为主要类别(如FTP和P2P)的流量表征,以及需要终端用户应用程序(如BitTorrent和Skype)识别的应用程序识别。与现有的大多数方法不同,...
Classification of Encrypted Web Traffic Using Machine Learning AlgorithmsAlgorithmsClassificationInternetLearning machinesNetworksComputer virusesCryptographyTrafficAutomatic blockingData exfiltrationThe increasing usage of web services and encrypted network communication makes the network analysis of encrypted web traffic...
A graph representation framework for encrypted network traffic classification Network Traffic Classification (NTC) is crucial for ensuring internet security, but encryption presents significant challenges to this task. While Machine ... Z Okonkwo,E Foo,Z Hou,... - 《Computers & Security》 被引量: ...
In contrast, in this study, we propose a \\emph{deep learning} based approach which integrates both feature extraction and classification phases into one system. Our proposed scheme, called "Deep Packet," can handle both \\emph{traffic characterization} in which the network traffic is categorized...