Table 6 ArI error for models separately trained and tested on the Dresden Sleep Dataset (DSDS), the first part of the Sleep Heart Health Study (SHHS1), the Multi-Ethnic Study of Atherosclerosis (MESA) and the MrOS Sleep Study (MrOS) datasets.
From: State-of-the-art sleep arousal detection evaluated on a comprehensive clinical dataset
ArI error | DSDStest | SHHS1test | MESAtest | MrOStest |
|---|---|---|---|---|
DSDStrain | 4.37 (1.88–7.72) | 2.18 (1.01–4.20) | 8.87 (4.35–14.21) | 9.78 (5.57–16.63) |
SHHS1train | 4.43 (2.00–8.91) | 1.71 (0.75–3.27) | 4.45 (1.82–8.21) | 6.49 (3.56–10.46) |
MESAtrain | 7.20 (3.49–12.85) | 2.86 (1.33–5.10) | 3.20 (1.27–6.47) | 5.62 (2.84–9.70) |
MrOStrain | 6.72 (2.93–12.56) | 2.29 (0.99–4.57) | 3.99 (1.75–7.14) | 3.43 (1.63–6.04) |