Table 7 Best classification models for the bioassays with mixed, primary and confirmatory data
Assay | Best Model | TP% | FP% | Accuracy % |
|---|---|---|---|---|
AID604 | CSC SMO | 64.29 | 20.59 | 79.36 |
AID644b | SMO | 53.85 | 14.29 | 75.61 |
AID604&AID644 | CSC SMO | 76.92 | 11.91 | 88.08 |
AID373 | MetaCost J48 | 75.00 | 14.50 | 85.49 |
AID439ab | SMO | 50.00 | 9.09 | 84.62 |
AID373&AID439 | MetaCost J48 | 100.00 | 17.65 | 82.35 |
AID746 | MetaCost J48 | 63.01 | 20.30 | 79.60 |
AID1284b | CSC Random Forest | 54.55 | 18.03 | 77.78 |
AID746&AID1284 | MetaCost J48 | 100.00 | 19.34 | 80.68 |
AID687 | CSC Naive Bayes | 44.44 | 18.97 | 80.93 |
AID721b | J48 | 0.00 | 0.00 | 77.78 |
AID687&AID721 | MetaCost J48 | 50.00 | 9.49 | 90.49 |