Table 2 Influence of hard-threshold activation on the Edit Vector-based model
From: Hard-threshold neural network-based prediction of organic synthetic outcomes
Activation Type | Training Accuracy | Validation Accuracy | Test Accuracy |
|---|---|---|---|
Tanh(Soft) | 80.0% | 71.1% | 70.0% |
Step(Hard) | 72.7% | 71.5% | 69.1% |
3-Staircase(Hard) | 76.4% | 69.3% | 69.8% |
5-Staircase(Hard) | 78.0% | 68.9% | 68.8% |
7-Staircase(Hard) | 80.1% | 70.0% | 71.2% |
10-Staircase(Hard) | 80.0% | 69.8% | 70.8% |