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Table 19 For the testing data, a comparison of the outcomes achieved using ML algorithms [35]

From: A review of optimization techniques and algorithms used for FRP applications in civil engineering

Datasets

Methods

R2

MAE

RMSE

MRE

Dataset 1

MLR

0.74

1.22

1.88

0.13

SVM

0.79

1.04

1.68

0.11

ANN

0.77

1.18

1.76

0.12

Dataset 2

MLR

0.80

1.73

2.41

0.12

SVM

0.85

1.41

2.08

0.09

ANN

0.82

1.66

2.29

0.12