TABLE 3.
Performance of supervised and semi-supervised learning for each training data point.
Training data points | Supervised learning | Semi-supervised learning | |||||
---|---|---|---|---|---|---|---|
Labels | Precision | Recall | F-measures | Precision | Recall | F-measures | |
240 | Single fetal heartbeat | 39.3 | 61.0 | 45.7 | 57.7 | 56.8 | 55.9 |
Artifact | 29.6 | 31.7 | 28.9 | 42.9 | 50.8 | 45.7 | |
Multiple heartbeats | 61.8 | 47.0 | 51.4 | 80.3 | 69.9 | 74.6 | |
Low-level signal | 51.0 | 28.9 | 34.5 | 96.0 | 84.3 | 88.9 | |
8,000 | Single fetal heartbeat | 69.3 | 65.8 | 66.9 | 70.5 | 67.9 | 69.0 |
Artifact | 60.6 | 63.0 | 61.3 | 63.9 | 65.5 | 64.5 | |
Multiple heartbeats | 91.9 | 92.8 | 92.3 | 92.4 | 93.0 | 92.7 | |
Low-level signal | 97.9 | 97.0 | 97.4 | 97.0 | 97.0 | 97.0 |