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Table 4

Comparison of four representative machine learning algorithms

AlgorithmDataset
SVR Training 0.36 70.1% 0.37 −0.031 
Validation 0.25 65.7% 0.39 −0.047 
GRR Training 0.99 0.10% 0.01 0.002 
Validation 0.02 82.0% 0.77 −0.51 
RFR Training 0.50 47.3% 0.22 0.006 
Validation 0.76 47.5% 0.31 0.002 
GBRT Training 0.92 0.3% 0.16 −0.002 
Validation 0.95 18% 0.13 −0.01 
AlgorithmDataset
SVR Training 0.36 70.1% 0.37 −0.031 
Validation 0.25 65.7% 0.39 −0.047 
GRR Training 0.99 0.10% 0.01 0.002 
Validation 0.02 82.0% 0.77 −0.51 
RFR Training 0.50 47.3% 0.22 0.006 
Validation 0.76 47.5% 0.31 0.002 
GBRT Training 0.92 0.3% 0.16 −0.002 
Validation 0.95 18% 0.13 −0.01 
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