| { | |
| "features": [ | |
| "temperature", | |
| "pressure", | |
| "vibration", | |
| "current", | |
| "flow", | |
| "packet_rate", | |
| "command_rate", | |
| "actuator_position", | |
| "temperature_delta", | |
| "temperature_z24", | |
| "pressure_delta", | |
| "pressure_z24", | |
| "vibration_delta", | |
| "vibration_z24", | |
| "current_delta", | |
| "current_z24", | |
| "flow_delta", | |
| "flow_z24", | |
| "packet_rate_delta", | |
| "packet_rate_z24", | |
| "command_rate_delta", | |
| "command_rate_z24", | |
| "actuator_position_delta", | |
| "actuator_position_z24", | |
| "flow_actuator_residual", | |
| "power_proxy" | |
| ], | |
| "ensemble_supervised_weight": 1.0, | |
| "threshold": 0.6571561511109822, | |
| "validation": { | |
| "roc_auc": 0.9803306587635413, | |
| "average_precision": 0.9537564622867577, | |
| "precision": 0.9598214285714286, | |
| "recall": 0.884046052631579, | |
| "f1": 0.9203767123287672, | |
| "false_positive_rate": 0.005122950819672131, | |
| "confusion_matrix": [ | |
| [ | |
| 8739, | |
| 45 | |
| ], | |
| [ | |
| 141, | |
| 1075 | |
| ] | |
| ] | |
| }, | |
| "test": { | |
| "roc_auc": 0.9774852992044276, | |
| "average_precision": 0.9596878025028432, | |
| "precision": 0.9327659574468085, | |
| "recall": 0.9288135593220339, | |
| "f1": 0.9307855626326964, | |
| "false_positive_rate": 0.008956916099773242, | |
| "confusion_matrix": [ | |
| [ | |
| 8741, | |
| 79 | |
| ], | |
| [ | |
| 84, | |
| 1096 | |
| ] | |
| ] | |
| }, | |
| "isolation_test": { | |
| "roc_auc": 0.9258732080402783, | |
| "average_precision": 0.6954182289775774, | |
| "precision": 0.6781609195402298, | |
| "recall": 0.7, | |
| "f1": 0.6889074228523769, | |
| "false_positive_rate": 0.044444444444444446, | |
| "confusion_matrix": [ | |
| [ | |
| 8428, | |
| 392 | |
| ], | |
| [ | |
| 354, | |
| 826 | |
| ] | |
| ] | |
| }, | |
| "supervised_test": { | |
| "roc_auc": 0.9774852992044276, | |
| "average_precision": 0.9596878025028432, | |
| "precision": 0.9327659574468085, | |
| "recall": 0.9288135593220339, | |
| "f1": 0.9307855626326964, | |
| "false_positive_rate": 0.008956916099773242, | |
| "confusion_matrix": [ | |
| [ | |
| 8741, | |
| 79 | |
| ], | |
| [ | |
| 84, | |
| 1096 | |
| ] | |
| ] | |
| } | |
| } |