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ZERO-DAY ATTACK DETECTION EVALUATION REPORT
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Generated: 2026-01-29 21:36:53
Evaluation Runs Analyzed: 32
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SUMMARY STATISTICS:
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Total Zero-Day Samples: 5449
Zero-Day Attacks Detected: 784
Zero-Day Attacks Missed: 4341
Zero-Day False Alarms: 193

Zero-Day Detection Rate: 14.39%
Zero-Day Precision: 80.25%
Zero-Day Recall: 15.30%
Zero-Day F1-Score: 25.70%

CONFUSION MATRIX ANALYSIS (Zero-Day vs Non-Zero-Day):
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True Positives (Zero-Day ? Zero-Day): 784
False Positives (Non-Zero-Day ? Zero-Day): 193
False Negatives (Zero-Day ? Non-Zero-Day): 4341

STATISTICAL SIGNIFICANCE ANALYSIS:
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Mean Detection Rate: 30.07%
Standard Deviation: 0.3518
95% Confidence Interval: [17.88%, 42.26%]

PERFORMANCE EVALUATION:
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Overall Rating: VERY POOR
F1-Score: 25.70%
Recommendation: Zero-day detection is ineffective. Major architectural changes needed.

DETAILED ANALYSIS:
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False Alarm Rate: 19.75%
Missed Detection Rate: 84.70%

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END OF ZERO-DAY EVALUATION REPORT
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