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1
Intro
2
About me
3
Agenda
4
DJs
5
Domain Fluxing
6
Malware Fronts
7
DGA Goals
8
Why DGA
9
DGA domain names
10
Strengths Weaknesses
11
Goldilocks Zone
12
botnet elements
13
understanding the botnet
14
how to find the malware
15
forensics analysis
16
example
17
the bad guys
18
alter the algorithms
19
alternatives
20
conclusion
21
new detection technologies
22
domain registration age
Description:
Explore the evolution and current state of Domain Generation Algorithms (DGAs) in cybersecurity through this 51-minute conference talk from the 44CON Information Security Conference. Delve into the advanced machine learning and spectral clustering techniques used for passive network-level detection and classification of malware families. Examine the operational methods employed by cybercriminals to evade both technological and law enforcement efforts. Gain insights into the strengths and weaknesses of DGAs, the concept of the "Goldilocks Zone" in botnet operations, and forensic analysis techniques. Learn about the latest detection technologies and countermeasures, including domain registration age analysis, as well as the ongoing cat-and-mouse game between cybersecurity professionals and malware creators in optimizing their respective strategies.

DGA Detection & Optimization

44CON Information Security Conference
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