TABLE III.
Overall per-event performance for experiment 1 with all values in mean percentages and 95% confidence intervals, and experiment 2 with mean performance among the individual events, i.e. obstructive apnea, central apnea, rera, hypopnea
Experiment 1 | Experiment 2 | ||
---|---|---|---|
MGH dataset (binary) | SHHS dataset (binary) | MGH dataset (multiclass) | |
| |||
Accuracy | 95.7 [95.7–95.7] | 94.0 [94.0–94.1] | 99.1 |
Sensitivity | 67.7 [67.6–67.8] | 70.9 [70.7–71.0] | 49.3 |
Specificity | 97.6 [97.6–97.6] | 95.1 [95.1–95.2] | 99.5 |
Precision | 65.4 [65.3–65.5] | 40.7 [40.5–40.8] | 37.4 |
F1-score | 66.5 [66.4–66.6] | 51.7 [51.6–51.8] | 40.6 |
Cohen’s kappa | 64.2 [64.1–64.3] | 48.7 [48.6–48.9] | 36.5 [36.4–36.6] |
Note that for experiment 2 all performance metrics (except Cohen’s kappa) do not show a 95% confidence interval range since these are mean values from all individual event types as seen in Table IV.