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Machine Learning and Security Predictions
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Classroom Contents
Predicting Vulnerability Exploitation - How to Assess Cybersecurity Risks
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- 1 Intro
- 2 How Do You Give Security Advice?
- 3 To Patch or Not To Patch?
- 4 Can We Predict Exploits?
- 5 Must Validate Predictions-Exploits in the Wild
- 6 Machine Learning and Security Predictions
- 7 Prediction With Intrinsic Features [2010]
- 8 What Are We Predicting?
- 9 Intuition: CVE-2017-0144
- 10 Mining Twitter to Predict Exploitation
- 11 Predicting Exploits in the Wild
- 12 Did We Get Lucky?
- 13 Time to Patch 50% of Vulnerable Hosts Observed patching of 1,593 vulnerabilities over 5 years
- 14 One Vulnerability, Different Patches
- 15 #3. Patching Patterns As Risk Factors
- 16 #3. Prediction Performance
- 17 What You Can Do Today
- 18 What You Can Do Tomorrow
