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A genetic epidemiology approach to cyber-security
Santiago Gil1, Alexander Kott2, Albert-László Barabási3
11] Center for Complex Network Research, Northeastern University, Boston, MA 02130, USA [2] Seed Scientific, New York, NY 10013.
Understanding computer network security requires knowing host vulnerability. This study links network services to specific cyber threats, creating metrics for better cybersecurity defenses.
Area of Science:
- Computer Science
- Cybersecurity
- Network Security
Background:
- Limited understanding of factors determining host compromise likelihood in computer networks.
- Existing research primarily focuses on node and link failures, not individual host vulnerabilities.
Purpose of the Study:
- To systematically study patterns of threat activity for individual hosts within a university network.
- To associate network services running on hosts with their susceptibility to specific threats.
- To develop a methodology for determining host infection probabilities and creating cybersecurity metrics.
Main Methods:
- Collected and analyzed threat log data from a university network.
- Performed network-wide scans to observe host properties and running services.
- Applied a methodology inspired by genetic association studies to link services with threats.
- Calculated probabilities of infection based on observed data.
Main Results:
- Established associations between specific network services and susceptibility to particular cyber threats.
- Demonstrated a method to quantify host infection probabilities directly from observational data.
- Identified patterns of threat activity for individual hosts.
Conclusions:
- Network services are key indicators of a host's vulnerability to cyber threats.
- The proposed methodology offers an automated, high-throughput strategy for cybersecurity assessment.
- This approach enables the development of comprehensive metrics for enhancing network security.
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