Table 4 Model performances for given time windows, using time-domain and non-linear HRV features
Window length (min) | Non-overlapping windows | Overlapping windows | |||||||
|---|---|---|---|---|---|---|---|---|---|
1 | 2 | 3 | 4 | 5 | 2 | 3 | 4 | 5 | |
Accuracy | 87,53% | 86,41% | 84,90% | 81,11% | 78,75% | 91,77% | 94,19% | 94,60% | 96,31% |
Sensitivity | 86,58% | 84,87% | 82,80% | 72,22% | 74,38% | 89,86% | 93,24% | 93,71% | 95,23% |
Specificity | 88,48% | 87,95% | 86,92% | 90,00% | 83,13% | 93,70% | 95,15% | 95,48% | 97,38% |
F1 score | 87,39% | 85,80% | 83,54% | 78,20% | 76,89% | 91,62% | 94,13% | 94,55% | 96,26% |