When a RF beats a CNN and GRU, together—A comparison of deep learning and classical machine learning approaches for encrypted malware traffic classification
Internet traffic classification plays a crucial role in Quality of Experience (QoE), Quality of
Services (QoS), intrusion detection, and traffic-trend analyses. While there is no theoretical …
Services (QoS), intrusion detection, and traffic-trend analyses. While there is no theoretical …
[PDF][PDF] A comparative review of malware analysis and detection in HTTPs traffic
HTTPs is essentially an integration of the Hypertext Transfer Protocol with either TLS or SSL.
The responsibility of SSL/TLS in HTTPs is to encrypt the content of HTTP. Without …
The responsibility of SSL/TLS in HTTPs is to encrypt the content of HTTP. Without …
OSF-EIMTC: An open-source framework for standardized encrypted internet traffic classification
Internet traffic classification plays a key role in network visibility, Quality of Services (QoS),
intrusion detection, Quality of Experience (QoE) and traffic-trend analyses. In order to …
intrusion detection, Quality of Experience (QoE) and traffic-trend analyses. In order to …
Encrypted video traffic clustering demystified
Cyber threat intelligence officers and forensics investigators often require the behavioural
profiling of groups based on their online video viewing activity. It has been demonstrated …
profiling of groups based on their online video viewing activity. It has been demonstrated …
The art of time-bending: Data augmentation and early prediction for efficient traffic classification
The accurate identification of internet traffic is crucial for network management. However, the
use of encryption techniques and constant changes in network protocols make it difficult to …
use of encryption techniques and constant changes in network protocols make it difficult to …
Robust machine learning for encrypted traffic classification
Desktops and laptops can be maliciously exploited to violate privacy. In this paper, we
consider the daily battle between the passive attacker who is targeting a specific user …
consider the daily battle between the passive attacker who is targeting a specific user …
Open-Source Framework for Encrypted Internet and Malicious Traffic Classification
Internet traffic classification plays a key role in network visibility, Quality of Services (QoS),
intrusion detection, Quality of Experience (QoE) and traffic-trend analyses. In order to …
intrusion detection, Quality of Experience (QoE) and traffic-trend analyses. In order to …
Revolutionizing Our Way to Better Classifiers: Leveraging Synthetic Data with Generative Models for Encrypted Network Traffic Classification
Encrypted traffic classification has become a popular research topic due to the fact that it
plays a vital part in Quality of Service (QoS), Quality of Experience (QoE), and network …
plays a vital part in Quality of Service (QoS), Quality of Experience (QoE), and network …