Table 5 Performance comparison of regression models.
From: A quantitative study of cytotoxic compounds using graph based descriptors and machine learning
Model | \(\text {R}^{2}\) (Mean) | MSE (Mean) | RMSE (Mean) | MAE (Mean) |
|---|---|---|---|---|
Linear | 0.89 | 267.63 | 14.02 | 8.89 |
Ridge | 0.92 | 166.37 | 11.54 | 7.68 |
LASSO | 0.93 | 155.66 | 11.05 | 7.90 |
