From: Predicting anatomic therapeutic chemical classification codes using tiered learning
Fivefold cross validation results across entire dataset | ||||||||
---|---|---|---|---|---|---|---|---|
ATC Level | 1 | 2 | 3 | 4 | ||||
Descriptor | CIP | CFP | CIP | CFP | CIP | CFP | CIP | CFP |
MLP | 65.82% | 32.38% | 58.59% | 31.06% | 53.02% | 27.79% | 39.58% | 24.07% |
Naive Bayes | 46.48% | 22.51% | 32.23% | 17.41% | 30.13% | 14.81% | 24.30% | 8.91% |
Random Forest | 60.08% | 37.51% | 53.45% | 28.77% | 47.01% | 25.28% | 36.11% | 22.68% |
SVM | 64.69% | 39.04% | 56.53% | 31.92% | 52.27% | 28.69% | 39.28% | 25.60% |