Table 13 Comparison of the prediction accuracy of TL and SuperPred for the third level ATC codes
From: Predicting anatomic therapeutic chemical classification codes using tiered learning
3 rd level ATC Code Prediction using different initializations and comparison to STP | ||||||
|---|---|---|---|---|---|---|
Initialization method | Supervised learning | ChEMBL (Perfect 1st level) | SuperPred Prediction Results | |||
Prediction method | A(3) | CA(3) (N(3)) | A(3) | CA(3) (N(3)) | A(3) | CA(3) (N(3)) |
MLP | 46.08% | 50.16% (46.07%) | 64.71% | 62.95% (52.45%) | 48.53% | 45.10% (38.73%) |
Naive Bayes | 60.29% | 45.26% (21.57%) | 66.67% | 72.71% (40.69%) | ||
Random Forest | 41.18% | 47.71% (32.35%) | 61.27% | 75.33% (49.51%) | ||
SVM | 42.65% | 50.98% (37.75%) | 66.18% | 77.78% (54.41%) | ||