Generated: 2026-01-28 11:49:36
Total Test Runs: 1
Sources: Agent Evaluation: 1
| Metric | Value |
|---|---|
| Total Zero-Day Samples | 203 |
| Zero-Day Attacks Detected | 1 |
| Zero-Day Attacks Missed | 202 |
| Zero-Day False Alarms | 1 |
| Overall Detection Rate | 0.49% |
? Overall Performance: NEEDS IMPROVEMENT - Significant enhancement required
Total Detections: TP=595, TN=0, FP=405, FN=0
Test Sources: Agent Evaluation: 1
Zero-Day Detection Rate: 0.49%
| Source | Model | Date | Time | Filename | Total_Requests | Attack_Ratio | ZeroDay_Ratio | Accuracy | F1_Score | Precision | Recall | ZeroDay_Rate | ZeroDay_Precision | ZeroDay_False_Alarm_Rate | TP | FP | TN | FN | Total_Samples | ZeroDay_Detected | ZeroDay_Samples | ZeroDay_False_Alarms | ZeroDay_Missed | Avg_Response_Time | Test_Duration |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Agent Evaluation | Agent_Test | 2026-01-28 | 11:49:24 | metrics_20260128_114924.json | 1000 | 1.0 | 0.203 | 59.50% | 74.61% | 59.50% | 100.00% | 0.49% | 50.00% | 0.25% | 595 | 405 | 0 | 0 | 1000 | 1 | 203 | 1 | 202 | N/A | N/A |
================================================================================ C-NIDS DETECTOR - COMPREHENSIVE TEST REPORT ================================================================================ Report Generated: 2026-01-28 11:49:36 Total Test Runs: 1 Sources: 1 (Agent Evaluation) ================================================================================ OVERALL STATISTICS BY SOURCE: ---------------------------------------- Agent Evaluation: Total Runs: 1 Average Accuracy: 59.50% Average F1-Score: 74.61% Average Zero-Day Detection Rate: 0.49% Average Zero-Day Precision: 50.00% OVERALL STATISTICS: ---------------------------------------- Overall Average Accuracy: 59.50% Overall Average F1-Score: 74.61% Overall Zero-Day Detection Rate: 0.49% Overall Zero-Day Precision: 50.00% ZERO-DAY ATTACK ANALYSIS: ---------------------------------------- Total Zero-Day Samples: 203 Zero-Day Attacks Detected: 1 Zero-Day Attacks Missed: 202 Zero-Day False Alarms: 1 Overall Zero-Day Detection Rate: 0.49% Zero-Day False Alarm Rate: 0.25% TOTAL DETECTION COUNTS: ---------------------------------------- True Positives: 595 True Negatives: 0 False Positives: 405 False Negatives: 0 PER MODEL STATISTICS: ---------------------------------------- Agent_Test: Source: Agent Evaluation Latest Accuracy: 59.50% Latest F1-Score: 74.61% Zero-Day Rate: 0.49% Average Accuracy: 59.50% Average F1-Score: 74.61% Test Date: 2026-01-28 Latest Performance: FAIR RECOMMENDATIONS: ---------------------------------------- ?? Fair performance, room for improvement - Investigate high false positive/negative rates - Consider adding more training data - Review feature selection - Zero-day detection requires significant attention ? ZERO-DAY DETECTION CRITICAL ISSUES: - Implement additional anomaly detection techniques - Consider unsupervised learning approaches - Increase zero-day training scenarios - Review zero-day detection thresholds ================================================================================ END OF REPORT ================================================================================