| {
|
| "seed": 13,
|
| "n_flows": 27277,
|
| "n_events": 10,
|
| "kpis": {
|
| "n_raw": 27277,
|
| "n_valid": 27277,
|
| "n_dropped": 0,
|
| "n_windows": 10361,
|
| "n_security_review": 16,
|
| "n_context": 14,
|
| "n_incomplete": 0,
|
| "parse_coverage": 1.0,
|
| "event_recall": 1.0,
|
| "pr_auc": 0.5094,
|
| "false_alarms_per_1k": 0.0,
|
| "false_alarms_per_hour": 0.0,
|
| "mean_detect_delay_min": 0.0,
|
| "backup_as_security": 0,
|
| "seconds": 15.444,
|
| "threshold": 3.0,
|
| "model_names": "robust+iforest+pytorch+lightgbm",
|
| "exporter": "canonical"
|
| },
|
| "comparison": [
|
| {
|
| "method": "volume_z",
|
| "split": "development",
|
| "event_recall": 0.3333,
|
| "pr_auc": 0.2814,
|
| "false_alarms_per_1k": 0.4522,
|
| "false_alarms_per_hour": 0.0729,
|
| "mean_detect_delay_min": 0.0,
|
| "n_security_alerts": 9,
|
| "n_context_alerts": 0,
|
| "n_review_events": 3,
|
| "backup_as_security": 7,
|
| "parse_coverage": 1.0
|
| },
|
| {
|
| "method": "peer_count",
|
| "split": "development",
|
| "event_recall": 0.3333,
|
| "pr_auc": 0.2513,
|
| "false_alarms_per_1k": 0.0,
|
| "false_alarms_per_hour": 0.0,
|
| "mean_detect_delay_min": 0.0,
|
| "n_security_alerts": 2,
|
| "n_context_alerts": 0,
|
| "n_review_events": 3,
|
| "backup_as_security": 0,
|
| "parse_coverage": 1.0
|
| },
|
| {
|
| "method": "robust_stats",
|
| "split": "development",
|
| "event_recall": 1.0,
|
| "pr_auc": 0.5817,
|
| "false_alarms_per_1k": 16.601,
|
| "false_alarms_per_hour": 2.6771,
|
| "mean_detect_delay_min": 0.0,
|
| "n_security_alerts": 265,
|
| "n_context_alerts": 0,
|
| "n_review_events": 3,
|
| "backup_as_security": 7,
|
| "parse_coverage": 1.0
|
| },
|
| {
|
| "method": "isolation_forest",
|
| "split": "development",
|
| "event_recall": 1.0,
|
| "pr_auc": 0.2152,
|
| "false_alarms_per_1k": 40.0491,
|
| "false_alarms_per_hour": 6.4583,
|
| "mean_detect_delay_min": 0.0,
|
| "n_security_alerts": 628,
|
| "n_context_alerts": 0,
|
| "n_review_events": 3,
|
| "backup_as_security": 7,
|
| "parse_coverage": 1.0
|
| },
|
| {
|
| "method": "autoencoder",
|
| "split": "development",
|
| "event_recall": 1.0,
|
| "pr_auc": 0.4909,
|
| "false_alarms_per_1k": 45.5397,
|
| "false_alarms_per_hour": 7.3438,
|
| "mean_detect_delay_min": 0.0,
|
| "n_security_alerts": 713,
|
| "n_context_alerts": 0,
|
| "n_review_events": 3,
|
| "backup_as_security": 7,
|
| "parse_coverage": 1.0
|
| },
|
| {
|
| "method": "lightgbm",
|
| "split": "development",
|
| "event_recall": 1.0,
|
| "pr_auc": 1.0,
|
| "false_alarms_per_1k": 0.0,
|
| "false_alarms_per_hour": 0.0,
|
| "mean_detect_delay_min": 0.0,
|
| "n_security_alerts": 8,
|
| "n_context_alerts": 0,
|
| "n_review_events": 3,
|
| "backup_as_security": 0,
|
| "parse_coverage": 1.0
|
| },
|
| {
|
| "method": "netflow",
|
| "split": "development",
|
| "event_recall": 1.0,
|
| "pr_auc": 0.5719,
|
| "false_alarms_per_1k": 0.0,
|
| "false_alarms_per_hour": 0.0,
|
| "mean_detect_delay_min": 0.0,
|
| "n_security_alerts": 8,
|
| "n_context_alerts": 7,
|
| "n_review_events": 3,
|
| "backup_as_security": 0,
|
| "parse_coverage": 1.0
|
| },
|
| {
|
| "method": "volume_z",
|
| "split": "test",
|
| "event_recall": 0.3333,
|
| "pr_auc": 0.2139,
|
| "false_alarms_per_1k": 0.5934,
|
| "false_alarms_per_hour": 0.0972,
|
| "mean_detect_delay_min": 0.0,
|
| "n_security_alerts": 9,
|
| "n_context_alerts": 0,
|
| "n_review_events": 3,
|
| "backup_as_security": 7,
|
| "parse_coverage": 1.0
|
| },
|
| {
|
| "method": "peer_count",
|
| "split": "test",
|
| "event_recall": 0.3333,
|
| "pr_auc": 0.2517,
|
| "false_alarms_per_1k": 0.0,
|
| "false_alarms_per_hour": 0.0,
|
| "mean_detect_delay_min": 0.0,
|
| "n_security_alerts": 2,
|
| "n_context_alerts": 0,
|
| "n_review_events": 3,
|
| "backup_as_security": 0,
|
| "parse_coverage": 1.0
|
| },
|
| {
|
| "method": "robust_stats",
|
| "split": "test",
|
| "event_recall": 1.0,
|
| "pr_auc": 0.5142,
|
| "false_alarms_per_1k": 17.4635,
|
| "false_alarms_per_hour": 2.8611,
|
| "mean_detect_delay_min": 0.0,
|
| "n_security_alerts": 214,
|
| "n_context_alerts": 0,
|
| "n_review_events": 3,
|
| "backup_as_security": 7,
|
| "parse_coverage": 1.0
|
| },
|
| {
|
| "method": "isolation_forest",
|
| "split": "test",
|
| "event_recall": 1.0,
|
| "pr_auc": 0.2235,
|
| "false_alarms_per_1k": 40.2679,
|
| "false_alarms_per_hour": 6.5972,
|
| "mean_detect_delay_min": 0.0,
|
| "n_security_alerts": 483,
|
| "n_context_alerts": 0,
|
| "n_review_events": 3,
|
| "backup_as_security": 7,
|
| "parse_coverage": 1.0
|
| },
|
| {
|
| "method": "autoencoder",
|
| "split": "test",
|
| "event_recall": 1.0,
|
| "pr_auc": 0.5217,
|
| "false_alarms_per_1k": 44.4218,
|
| "false_alarms_per_hour": 7.2778,
|
| "mean_detect_delay_min": 0.0,
|
| "n_security_alerts": 532,
|
| "n_context_alerts": 0,
|
| "n_review_events": 3,
|
| "backup_as_security": 7,
|
| "parse_coverage": 1.0
|
| },
|
| {
|
| "method": "lightgbm",
|
| "split": "test",
|
| "event_recall": 1.0,
|
| "pr_auc": 1.0,
|
| "false_alarms_per_1k": 0.0,
|
| "false_alarms_per_hour": 0.0,
|
| "mean_detect_delay_min": 0.0,
|
| "n_security_alerts": 8,
|
| "n_context_alerts": 0,
|
| "n_review_events": 3,
|
| "backup_as_security": 0,
|
| "parse_coverage": 1.0
|
| },
|
| {
|
| "method": "netflow",
|
| "split": "test",
|
| "event_recall": 1.0,
|
| "pr_auc": 0.5094,
|
| "false_alarms_per_1k": 0.0,
|
| "false_alarms_per_hour": 0.0,
|
| "mean_detect_delay_min": 0.0,
|
| "n_security_alerts": 8,
|
| "n_context_alerts": 7,
|
| "n_review_events": 3,
|
| "backup_as_security": 0,
|
| "parse_coverage": 1.0
|
| },
|
| {
|
| "method": "volume_z",
|
| "split": "all",
|
| "event_recall": 0.3333,
|
| "pr_auc": 0.2497,
|
| "false_alarms_per_1k": 0.5133,
|
| "false_alarms_per_hour": 0.0833,
|
| "mean_detect_delay_min": 0.0,
|
| "n_security_alerts": 18,
|
| "n_context_alerts": 0,
|
| "n_review_events": 6,
|
| "backup_as_security": 14,
|
| "parse_coverage": 1.0
|
| },
|
| {
|
| "method": "peer_count",
|
| "split": "all",
|
| "event_recall": 0.3333,
|
| "pr_auc": 0.2514,
|
| "false_alarms_per_1k": 0.0,
|
| "false_alarms_per_hour": 0.0,
|
| "mean_detect_delay_min": 0.0,
|
| "n_security_alerts": 4,
|
| "n_context_alerts": 0,
|
| "n_review_events": 6,
|
| "backup_as_security": 0,
|
| "parse_coverage": 1.0
|
| },
|
| {
|
| "method": "robust_stats",
|
| "split": "all",
|
| "event_recall": 1.0,
|
| "pr_auc": 0.5468,
|
| "false_alarms_per_1k": 16.974,
|
| "false_alarms_per_hour": 2.756,
|
| "mean_detect_delay_min": 0.0,
|
| "n_security_alerts": 479,
|
| "n_context_alerts": 0,
|
| "n_review_events": 6,
|
| "backup_as_security": 14,
|
| "parse_coverage": 1.0
|
| },
|
| {
|
| "method": "isolation_forest",
|
| "split": "all",
|
| "event_recall": 1.0,
|
| "pr_auc": 0.2096,
|
| "false_alarms_per_1k": 40.1437,
|
| "false_alarms_per_hour": 6.5179,
|
| "mean_detect_delay_min": 0.0,
|
| "n_security_alerts": 1111,
|
| "n_context_alerts": 0,
|
| "n_review_events": 6,
|
| "backup_as_security": 14,
|
| "parse_coverage": 1.0
|
| },
|
| {
|
| "method": "autoencoder",
|
| "split": "all",
|
| "event_recall": 1.0,
|
| "pr_auc": 0.4897,
|
| "false_alarms_per_1k": 45.0563,
|
| "false_alarms_per_hour": 7.3155,
|
| "mean_detect_delay_min": 0.0,
|
| "n_security_alerts": 1245,
|
| "n_context_alerts": 0,
|
| "n_review_events": 6,
|
| "backup_as_security": 14,
|
| "parse_coverage": 1.0
|
| },
|
| {
|
| "method": "lightgbm",
|
| "split": "all",
|
| "event_recall": 1.0,
|
| "pr_auc": 1.0,
|
| "false_alarms_per_1k": 0.0,
|
| "false_alarms_per_hour": 0.0,
|
| "mean_detect_delay_min": 0.0,
|
| "n_security_alerts": 16,
|
| "n_context_alerts": 0,
|
| "n_review_events": 6,
|
| "backup_as_security": 0,
|
| "parse_coverage": 1.0
|
| },
|
| {
|
| "method": "netflow",
|
| "split": "all",
|
| "event_recall": 1.0,
|
| "pr_auc": 0.5358,
|
| "false_alarms_per_1k": 0.0,
|
| "false_alarms_per_hour": 0.0,
|
| "mean_detect_delay_min": 0.0,
|
| "n_security_alerts": 16,
|
| "n_context_alerts": 14,
|
| "n_review_events": 6,
|
| "backup_as_security": 0,
|
| "parse_coverage": 1.0
|
| }
|
| ],
|
| "calibration": [
|
| {
|
| "threshold": 1.5,
|
| "n_security_alerts": 8,
|
| "event_recall": 1.0,
|
| "false_alarms_per_hour": 0.0
|
| },
|
| {
|
| "threshold": 2.0,
|
| "n_security_alerts": 8,
|
| "event_recall": 1.0,
|
| "false_alarms_per_hour": 0.0
|
| },
|
| {
|
| "threshold": 2.5,
|
| "n_security_alerts": 8,
|
| "event_recall": 1.0,
|
| "false_alarms_per_hour": 0.0
|
| },
|
| {
|
| "threshold": 3.0,
|
| "n_security_alerts": 8,
|
| "event_recall": 1.0,
|
| "false_alarms_per_hour": 0.0
|
| },
|
| {
|
| "threshold": 3.5,
|
| "n_security_alerts": 8,
|
| "event_recall": 1.0,
|
| "false_alarms_per_hour": 0.0
|
| },
|
| {
|
| "threshold": 4.0,
|
| "n_security_alerts": 8,
|
| "event_recall": 1.0,
|
| "false_alarms_per_hour": 0.0
|
| },
|
| {
|
| "threshold": 5.0,
|
| "n_security_alerts": 8,
|
| "event_recall": 1.0,
|
| "false_alarms_per_hour": 0.0
|
| }
|
| ],
|
| "ae_backend": "pytorch",
|
| "features": [
|
| "n_flows",
|
| "bytes_out",
|
| "bytes_in",
|
| "packets_out",
|
| "duration_p95",
|
| "n_unique_peers",
|
| "n_unique_ports",
|
| "max_peer_share",
|
| "rare_peer_share",
|
| "short_flow_share",
|
| "tcp_share",
|
| "udp_share",
|
| "failed_share",
|
| "bytes_per_packet",
|
| "outbound_ratio",
|
| "backup_share"
|
| ]
|
| } |
