Table 6 Sensitivity of anomaly detection models.
From: An intelligent monitoring system for forecasting and anomaly detection in precision beekeeping
Detection models | Humidity | Temperature | Weight | |||
|---|---|---|---|---|---|---|
Train DB | Test DB | Train DB | Test DB | Train DB | Test DB | |
Confidence prediction | 38.33% | 41.35% | 8.76% | 8.36% | 34.16% | 35.38% |
Statistical profile | 25.86% | 24.51% | 16.22% | 16.22% | 21.95% | 39.04% |
DBSCAN | 6.81% | 6.32% | 0.28% | 0.18% | 1.83% | 5.79% |
Isolation forest | 21.83% | 66.51% | 20.06% | 56.24% | 25.55% | 54.71% |
