Network flows build the basis of modern network data analysis by aggregating properties of
network packets with common characteristics. A consistent and unambiguous definition of …

Interconnected industrial control system (ICS) networks based on routable protocols are
susceptible to remote attacks similar to classical information technology (IT) networks …

With more and more encrypted traffic such as HTTPS, encrypted traffic protects not only
normal traffic, but also malicious traffic. Identification of encrypted malicious traffic without …

Featured Application Optimal design of feature vectors for early-phase attack detection in
large communication networks. Abstract The consolidation of encryption and big data in …

The visualization of network traffic flows is an open problem that affects the control and
administration of communication networks. Feature vectors used for representing traffic …

随着网络安全防范意识增强, 加密通信占据主流, 加密流量快速增长. 流量加密在保护隐私的同时
, 也掩饰非法企图, 改变威胁形式. 深度学习作为机器学习领域的重要分支 …

The increased interest in secure and reliable communications has turned the analysis of
network traffic data into a predominant topic. A high number of research papers propose …

Ensuring the reproducibility of results is an essential part of experimental sciences, including
computer networking. Unfortunately, as highlighted recently, a large portion of research …

Internet Service Providers (ISPs) have an economic and operational interest in detecting
malicious network activity relating to their subscribers. However, it is unclear what kind of …

Among network analysts,“anomaly” and “outlier” are terms commonly associated to network
attacks. Attacks are outliers (or anomalies) in the sense that they exploit communication …