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Table 8 Comparison between SVR with varying train set proportions and Ranndom Forest for negative bending moments

From: Advancing infrastructure resilience: machine learning-based prediction of bridges’ rating factors under autonomous truck platoons

 

SVR

 

Percentage of data for train

60%

70%

80%

90%

100%

Random forest

MAE

578.64

571.3

565.5

560.43

555.8

17.63

RMSE

932.3

921.2

912.5

905.2

898.81

22.76

r

0.875

0.87

0.87

0.87

0.88

0.999