WebMy Ph.D. titled, "Detection of DNS-based Covert Channels using Machine Learning: A study of data exfiltration over DNS with a focus on filtering malicious query strings from benign DNS traffic" was carried out in the Security Research lab on the Blanchardstown campus. My research involved the application of machine learning techniques to detect ... WebSep 1, 2024 · Qi et al. (2013) proposed a method to detect DNS tunnel in real time, and proposed a score mechanism that can distinguish DNS tunnel domain names and normal domain names based on bigram character frequency to detect whether DNS packets are in the tunnel in real time, so as to realize the detection of DNS covert channel.
KRTunnel: DNS channel detector for mobile devices - ScienceDirect
WebTo detect DNS covert channels, researchers extract multiple features from different perspectives of DNS traffic. At present, many detection methods using machine learning are based on manual features, which usually include complex data preprocessing and feature extraction. WebCovert channels based on DNS traffic are of particular interest, as DNS requests are an essential part of most Internet traffic and as a result are rarely filtered or blocked by … flu item of service fee
The use of Artificial Intelligence for the Detection of Covert Channels ...
WebThis article demonstrates that DNS-based covert channels have particular traffic signatures that can be detected in order to mitigate data exfiltration and malware commandto control , and ... Detection of DNS-Based Covert Channel Beacon Signals . attack chain remains undetected. However, the C&C and data exfiltration phases of the … Webdetection of DNS covert channels, based on the analysis of network data passively extracted by a network monitoring system. The proposed framework is based on a … WebA covert channel is an information channel which is used by computer process to exfiltrate data through bypassing security policies. The DNS protocol is one of the important … green fake fur background