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ZERO-DAY ATTACK DETECTION EVALUATION REPORT
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Generated: 2026-01-29 20:11:00
Evaluation Runs Analyzed: 25
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SUMMARY STATISTICS:
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Total Zero-Day Samples: 5037
Zero-Day Attacks Detected: 696
Zero-Day Attacks Missed: 4341
Zero-Day False Alarms: 154

Zero-Day Detection Rate: 13.82%
Zero-Day Precision: 81.88%
Zero-Day Recall: 13.82%
Zero-Day F1-Score: 23.65%

CONFUSION MATRIX ANALYSIS (Zero-Day vs Non-Zero-Day):
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True Positives (Zero-Day ? Zero-Day): 696
False Positives (Non-Zero-Day ? Zero-Day): 154
False Negatives (Zero-Day ? Non-Zero-Day): 4341

STATISTICAL SIGNIFICANCE ANALYSIS:
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Mean Detection Rate: 14.02%
Standard Deviation: 0.1182
95% Confidence Interval: [9.39%, 18.66%]

PERFORMANCE EVALUATION:
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Overall Rating: VERY POOR
F1-Score: 23.65%
Recommendation: Zero-day detection is ineffective. Major architectural changes needed.

DETAILED ANALYSIS:
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False Alarm Rate: 18.12%
Missed Detection Rate: 86.18%

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END OF ZERO-DAY EVALUATION REPORT
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