Table 14 Comparison of model performance including baseline multivariate linear regression.

From: Predictive modeling of asthma drug properties using machine learning and topological indices in a MATLAB based QSPR study

Model

MAE

RMSE

\(R^2\)

Multivariate Linear Regression (MLR)

12.87

15.32

0.72

Random Forest

5.48

6.21

0.92

XGBoost

4.89

5.78

0.94

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