Table 3 Results of negative sampling sampling models on weak nodes split
From: SimVec: predicting polypharmacy side effects for new drugs
Model | ROC AUC | AUC PR |
|---|---|---|
Uniform6:1 | 0.753 ± 0.005 | 0.730 ± 0.003 |
Bernoulli | 0.752 ± 0.007 | 0.723 ± 0.005 |
NSCaching | 0.763 ± 0.004 | 0.736 ± 0.005 |
Exploration | 0.778 ± 0.006 | 0.748 ± 0.005 |
NSCaching6:1 | 0.780 ± 0.006 | 0.750 ± 0.005 |
Strong NSCaching | 0.785 ± 0.006 | 0.755 ± 0.005 |
Stay Positive | 0.849 ± 0.007 | 0.827 ± 0.007 |