Table 1 List of hyperparameters and their range in the grid search.
From: Predicting the side effects of drugs using matrix factorization on spontaneous reporting database
Hyperparameter | Range | |
|---|---|---|
Logistic MF | λ | [1.0 × 10–4, 5.0 × 10–4, 1.0 × 10–3, 5.0 × 10–3, 1.0 × 10–2] |
α | [0, 1, 2, 5, 10, 15] | |
β | [0.2, 0.4, 0.6, 0.8, 1.0] | |
MF | λ | [1.0 × 10–4, 5.0 × 10–4, 1.0 × 10–3, 5.0 × 10–3, 1.0 × 10–2] |
FGRMF | λ | [1.0 × 10–5, 5.0 × 10–5, 1.0 × 10–4, 5.0 × 10–4, 1.0 × 10–3] |
μ | [1.0 × 10–4, 5.0 × 10–4, 1.0 × 10–3, 5.0 × 10–3, 1.0 × 10–2] | |
SVM | C | [1.0 × 10–5, 1.0 × 10–4, 1.0 × 10–3, 1.0 × 10–2, 1.0 × 100, 1.0 × 101, 1.0 × 102] |
kernel | [“linear”, “poly”, “rbf”] |
