Table 2 The hyperparameters of four models.
From: Predicting the risk of osteoporosis in older Vietnamese women using machine learning approaches
Methods | First scenario | Second scenario |
---|---|---|
LoR | ||
Solver | Liblinear | Liblinear |
C | 0.001 | 0.014 |
Penalty | l2 | l2 |
Best_score_ | 0.788 | 0.790 |
SVM | ||
Kernel | Poly | rbf |
Degree | 1 | Â |
C | 100 | 4.196 |
Gamma | Scale | Scale |
Best_score_ | 0.786 | 0.789 |
RF | ||
n_estimators | 500 | 100 |
Max_depth | 5 | 6 |
Best_score_ | 0.787 | 0.789 |
NN | ||
Solver | Adam | Adam |
Alpha | 98.130 | 2.433 |
Hidden_layer_sizes | 11 | 12 |
Max_iter | 574 | 746 |
Best_score_ | 0.786 | 0.789 |