From: Drug activity prediction using multiple-instance learning via joint instance and feature selection
Iteration | 0 | 1 | 2 | 3 | 4 | 5 | ||
---|---|---|---|---|---|---|---|---|
Method 1 | Error rate (%) | CV | 12.50 | 10.00 | 10.00 | 11.10 | 8.63 | - |
 |  | Training | 6.73 | 6.23 | 9.23 | 8.73 | 7.48 | - |
 |  | Test | 16.18 | 15.44 | 14.71 | 14.71 | 15.44 | - |
 | Number of instances | 35434 | 58 | 40 | 26 | 23 | - | |
 | Number of features | 14002 | 106 | 43 | 35 | 19 | - | |
Method 2 | Error rate (%) | CV | 12.50 | 8.75 | 10.00 | 10.00 | 12.50 | 12.50 |
 |  | Training | 4.99 | 6.98 | 11.97 | 11.47 | 13.72 | 13.72 |
 |  | Test | 16.91 | 19.85 | 14.71 | 15.81 | 16.18 | 16.18 |
 | Number of instances | 35434 | 62 | 37 | 10 | 7 | 1 | |
 | Number of features | 14002 | 92 | 36 | 20 | 10 | 6 |