Table 8 State of art parameters in scenario I.
From: A robust and statistical analyzed predictive model for drug toxicity using machine learning
Sr. No. | Classifier | R I | COD I | MAE I | RMSE I | Q I |
|---|---|---|---|---|---|---|
1 | GP | 0.54 | 0.29 | 0.47 | 0.5 | 53% |
2 | LR | 0.59 | 0.35 | 0.42 | 0.5 | 58% |
3 | SMO | 0.59 | 0.35 | 0.43 | 0.5 | 57% |
4 | Kstar | 0.58 | 0.34 | 0.36 | 0.5 | 64% |
5 | Bagging | 0.61 | 0.37 | 0.4 | 0.5 | 60% |
6 | DT | 0.37 | 0.14 | 0.46 | 0.6 | 54% |
7 | RF | 0.63 | 0.4 | 0.37 | 0.5 | 63% |
8 | OEKRF | 0.90 | 0.81 | 0.23 | 0.3 | 77% |