Table 2 Costs chosen by the cross-validation for linear SVM using LIBLINEAR for the different training set sizes
From: Large-scale ligand-based predictive modelling using support vector machines
Solubility | logD | ||
|---|---|---|---|
Training set size | Found cost | Training set size | Found cost |
100 | 100,000 | 100 | 10,000 |
2 | 0.01 | ||
0.1 | 0.005 | ||
1000 | 0.05 | 1000 | 10,000,000 |
0.05 | 1000 | ||
0.05 | 0.1 | ||
5000 | 0.05 | 5000 | 0.5 |
0.05 | 0.75 | ||
0.05 | 0.1 | ||
10,000 | 0.05 | 10,000 | 100 |
0.05 | 2 | ||
0.05 | 0.25 | ||
20,000 | 0.1 | 20,000 | 0.5 |
0.1 | 0.5 | ||
0.1 | 1 | ||
32,096 | 0.1 | 80,000 | 0.5 |
0.1 | 0.5 | ||
0.1 | 0.75 | ||
160,000 | 0.75 | ||
0.5 | |||
0.5 | |||
320,000 | 0.75 | ||
0.5 | |||
0.5 | |||
1,188,343 | 0.5 | ||
0.5 | |||
1 | |||