Sharing FANCI Features: A Privacy Analysis of Feature Extraction for DGA Detection

no code implementations • 12 Oct 2021 • Benedikt Holmes, Arthur Drichel, Ulrike Meyer

The goal of Domain Generation Algorithm (DGA) detection is to recognize infections with bot malware and is often done with help of Machine Learning approaches that classify non-resolving Domain Name System (DNS) traffic and are trained on possibly sensitive data.

BIG-bench Machine Learning Privacy Preserving

The More, the Better? A Study on Collaborative Machine Learning for DGA Detection

no code implementations • 24 Sep 2021 • Arthur Drichel, Benedikt Holmes, Justus von Brandt, Ulrike Meyer

In this paper, we complement the research area of DGA detection by conducting a comprehensive collaborative learning study, including a total of 13, 440 evaluation runs.