Table 3 Summary of performance indicators for surface area prediction using different ML models.

From: Leveraging machine learning for prediction and optimization of texture properties of sustainable activated carbon derived from waste materials

 

Model

SA Evaluation parameters

SVM

RF

GBR

DT

ANN

R2

Training

0.994

0.997

0.988

0.980

0.993

Testing

0.957

0.964

0.959

0.963

0.96

AAPE

Training

3%

3%

2%

5%

1%

Testing

10%

6%

5%

7%

5%

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