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Published on: November 26, 2019
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Disrupting drive-by download networks on Twitter
Amir Javed1, Ruth Ikwu2, Pete Burnap1
1School of Computer Science and Informatics, Cardiff University, Cardiff, UK.
Summary
This study identifies effective strategies to disrupt malicious URL networks on Twitter, crucial for combating drive-by download attacks. Focusing on network topology and resilience, specific parameters outperform random removal for long-term cybersecurity.
Area of Science:
- Cybersecurity
- Social Network Analysis
- Computational Modeling
Background:
- Malicious actors exploit Twitter trends and hashtags to spread malware via drive-by download attacks.
- Twitter's character limits and URL shorteners facilitate rapid malware propagation.
- Existing disruption strategies struggle to effectively counter evolving cybercriminal tactics.
Purpose of the Study:
- To identify efficient network disruption strategies for combating malicious URLs on Twitter.
- To analyze the effectiveness of different parameters in disrupting malware propagation networks.
- To understand the role of network topology and resilience in cybersecurity defense.
Main Methods:
- Utilized computational modeling and social network analysis to study Twitter networks.
- Simulated disruption strategies targeting malicious URL propagation.
- Evaluated strategies based on network topology, resilience, and specific features.
Main Results:
- Disruption strategies focusing on network and emotion features are more effective than random removal.
- Targeted removal of malicious users enhances network vulnerability.
- Network resilience is a key factor in the long-term success of disruption efforts.
Conclusions:
- Strategic disruption of cybercriminal networks is essential for mitigating malware propagation.
- Understanding network dynamics is crucial for developing effective cybersecurity measures.
- Long-term cybersecurity requires adaptive and informed network intervention strategies.
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