Early Detection of Malicious Patterns in Event-Streaming Data

Early Detection of Malicious Patterns in Event-Streaming Data

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FALSE POSITIVE

15 of 16

15 of 16

FALSE POSITIVE

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Early Detection of Malicious Patterns in Event-Streaming Data

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  1. 1 Intro
  2. 2 CONTEXT
  3. 3 EQL BY EXAMPLE
  4. 4 SEQUENCES: ORDER MATTERS
  5. 5 THE DREAM: SEMI-AUTOMATIC
  6. 6 MACHINE LEARNING ON SEQUENCE DATA
  7. 7 MODEL DESIGN: FEATURES
  8. 8 MODEL DESIGN: EMBEDDING
  9. 9 MODEL DESIGN: RECURRENT
  10. 10 MODEL DESIGN: CONVICTION
  11. 11 PATTERN EARLINESS?
  12. 12 UPDATED MODEL SUMMARY
  13. 13 LEARNED PATTERNS?
  14. 14 FALSE NEGATIVE
  15. 15 FALSE POSITIVE
  16. 16 STEP BACK: WHAT HAVE WE DONE?

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