A Cyber Kill Chain Based Taxonomy of Banking Trojans for Evolutionary Computational Intelligence

07/27/2018
by   Dennis Kiwia, et al.
0

Malware such as banking Trojans are popular with financially-motivated cybercriminals. Detection of banking Trojans remains a challenging task, due to the constant evolution of techniques used to obfuscate and circumvent existing detection and security solutions. Having a malware taxonomy can facilitate the design of mitigation strategies such as those based on evolutionary computational intelligence. Specifically, in this paper, we propose a cyber kill chain based taxonomy of banking Trojans features. This threat intelligence based taxonomy providing a stage-by-stage operational understanding of a cyber-attack, can be highly beneficial to security practitioners and the design of evolutionary computational intelligence on Trojans detection and mitigation strategy. The proposed taxonomy is validated by using a real-world dataset of 127 banking Trojans collected from December 2014 to January 2016 by a major UK-based financial organisation.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
08/25/2023

Mitigation Techniques for Cyber Attacks: A Systematic Mapping Study

In the wake of the arrival of digital media, the Internet, the web, and ...
research
07/18/2019

An AI-based, Multi-stage detection system of banking botnets

Banking Trojans, botnets are primary drivers of financially-motivated cy...
research
07/05/2020

Adversarial Learning in the Cyber Security Domain

In recent years, machine learning algorithms, and more specially, deep l...
research
01/14/2021

Cyber Taxi: A Taxonomy of Interactive Cyber Training and Education Systems

The lack of guided exercises and practical opportunities to learn about ...
research
11/02/2018

Towards Robust Detection of Adversarial Infection Vectors: Lessons Learned in PDF Malware

Malware still constitutes a major threat in the cybersecurity landscape,...
research
05/28/2020

Algorithm Selection Framework for Cyber Attack Detection

The number of cyber threats against both wired and wireless computer sys...
research
10/14/2020

A Review of Cyber-Ranges and Test-Beds: Current and Future Trends

Cyber situational awareness has been proven to be of value in forming a ...

Please sign up or login with your details

Forgot password? Click here to reset