FeatureSmith - Automatically Engineering Features for Malware Detection by Mining the Security Literature

FeatureSmith - Automatically Engineering Features for Malware Detection by Mining the Security Literature

ACM CCS via YouTube Direct link

Behavior Understanding

7 of 17

7 of 17

Behavior Understanding

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Classroom Contents

FeatureSmith - Automatically Engineering Features for Malware Detection by Mining the Security Literature

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  1. 1 Intro
  2. 2 Malware Detection
  3. 3 Dilemma
  4. 4 Feature Engineering Example
  5. 5 Outline
  6. 6 Behavior Extraction Example
  7. 7 Behavior Understanding
  8. 8 Corpus
  9. 9 Architecture - Semantic Network Construction
  10. 10 Architecture - Feature Inference
  11. 11 Architecture - Feature Explanation
  12. 12 ROC curve
  13. 13 Research Questions
  14. 14 Feature Ranking
  15. 15 Benefit #1 - Feature Explanation
  16. 16 Benefit N2 - New Features
  17. 17 Conclusion

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