Table 6 The experimental results of treatment plans as the second part of Phase I predictions. FSH denoted Follicle-Stimulating Hormone, E2 denoted Estradiol, LH denoted Luteinizing Hormone, and P4 denoted Progesterone.
Model Name | FSH (5-class) | E2 (9-class) | LH (8-class) | P4 (5-class) | Follicular measurements (13-class) |
|---|---|---|---|---|---|
Edwards|Edwards-pro | 71.7|83.7|80.4 | 68.1|88.2|74.3 | 59.5|79.0|59.2 | 71.1|80.1|76.5 | 64.9|85.7|69.3 |
Seq2Seq | 71.2|81.0|77.9 | 66.9|86.1|72.4 | 52.6|76.9|56.3 | 67.4|78.6|72.3 | 67.4|79.8|67.6 |
Nearest Neighbors | 69.5|78.0|80.6 | 59.3|72.4|67.7 | 44.6|69.8|66.1 | 31.6|68.0|66.9 | 44.5|62.6|54.5 |
SVM | 68.1|71.1|65.9 | 56.0|76.2|52.5 | 46.3|63.7|41.9 | 46.0|60.1|42.3 | 59.0|72.1|59.6 |
AdaBoost | 75.7|80.7|82.3 | 58.2|79.6|70.9 | 46.5|74.0|67.5 | 57.7|67.1|58.7 | 65.4|73.5|69.6 |
Random Forest | 64.6|75.3|71.1 | 58.2|82.3|63.5 | 45.0|75.4|59.6 | 54.5|67.0|51.5 | 61.5|74.9|63.4 |
Naive Bayes | 35.1|61.9|20.1 | 44.9|60.6|39.3 | 36.1|55.4|37.8 | 37.9|56.6|28.1 | 29.7|52.8|18.0 |
Decision Tree | 75.5|80.1|81.8 | 51.5|87.8|74.4 | 47.5|78.0|65.8 | 53.9|63.7|52.8 | 66.5|80.5|70.1 |
Neural Net | 72.4|78.3|79.8 | 40.6|85.5|69.0 | 49.6|78.2|66.6 | 50.8|64.1|48.1 | 56.7|71.3|58.9 |
