Table 4 Performance metrics for regression Models.

From: An intelligent life prediction approach employing machine learning models for the power transformers

Parameter

MSE

MAE

R2 Score

Cross-Validation R2 (Mean ± Std)

Linear Regression

45678.23

178.45

0.512

0.498 ± 0.032

Polynomial Regression

23145.67

112.78

0.752

0.739 ± 0.028

Random Forest Regressor

9876.12

68.34

0.894

0.882 ± 0.019