Table 3 Comparison with our previous work for detecting data manipulation attacks on ECG sensor measurements
From: Detecting data manipulation attacks on physiological sensor measurements in wearable medical systems
No replacement (%) | Replacement w/ training group (%) | Replacement w/ external group (%) | Replacement w/ synthetic ECG (%) | Feature engineering | Peak detection algorithm | |
|---|---|---|---|---|---|---|
Temporal detector [15] | 97.56 | 99.35 | N/A | 91.07 | Required | Required |
Morphological detector [16] | 97.73 | 90.09 | 93.79 | N/A | Required | Required |
Image reconstruction-based detector | 96.22 | 99.53 | 98.83 | 98.46 | Not required | Not required |