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Table 5

Statistical indices of the external modeling

Train stationsGEP
SVM
SIVAFNSSIVAFNS
 Test station: Pingchuan 
Gaoya 0.458 0.896 0.896 0.490 0.858 0.858 
Railway Bridge 0.342 0.952 0.952 0.409 0.946 0.932 
S213 Bridge 0.521 0.810 0.881 0.568 0.787 0.787 
All upstream stationsa 0.422 0.929 0.927 0.456 0.900 0.900 
 Test station: Gaoya 
Railway Bridge 0.523 0.898 0.890 0.600 0.801 0.801 
S213 Bridge 0.418 0.914 0.914 0.468 0.885 0.885 
All upstream stations 0.423 0.901  0.478 0.880 0.875 
 Test station: Railway Bridge 
S213 Bridge 0.385 0.798 0.788 0.413 0.888 0.888 
Train stationsGEP
SVM
SIVAFNSSIVAFNS
 Test station: Pingchuan 
Gaoya 0.458 0.896 0.896 0.490 0.858 0.858 
Railway Bridge 0.342 0.952 0.952 0.409 0.946 0.932 
S213 Bridge 0.521 0.810 0.881 0.568 0.787 0.787 
All upstream stationsa 0.422 0.929 0.927 0.456 0.900 0.900 
 Test station: Gaoya 
Railway Bridge 0.523 0.898 0.890 0.600 0.801 0.801 
S213 Bridge 0.418 0.914 0.914 0.468 0.885 0.885 
All upstream stations 0.423 0.901  0.478 0.880 0.875 
 Test station: Railway Bridge 
S213 Bridge 0.385 0.798 0.788 0.413 0.888 0.888 

aAll upstream stations’ indicate the models fed with all data from upstream stations of the test site, pooled together.

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