Table 5 Accuracy of TL initialization at predicting the first level ATC code
From: Predicting anatomic therapeutic chemical classification codes using tiered learning
1 nd level ATC Code Prediction initialization accuracy | |||
|---|---|---|---|
Initialization method | Supervised learning | SuperPred | ChEMBL (Perfect 1st level) |
Prediction method | A(1), N(1) | A(1), N(1) | A(1), N(1) |
MLP | 73.66% | 77.95% | 100% |
Naive Bayes | 47.67% | 77.95% | 100% |
Random Forest | 66.49% | 77.95% | 100% |
SVM | 72.22% | 77.95% | 100% |