Table 5 Summary of performance indicators for micropore volume prediction using different ML models.

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

 

MPV Evaluation parameters

SVM

RF

GBR

DT

ANN

R2

Training

0.992

0.995

0.999

0.996

0.94

Testing

0.930

0.951

0.913

0.987

0.93

AAPE

Training

5%

3%

0%

2%

13%

Testing

9%

7%

5%

3%

13%

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