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. 2019 Apr;105:25–36. doi: 10.1016/j.apgeog.2019.02.005

Table 7.

Prediction results of the regression methods split by category of dataset. The maximum F-score, Spearman's Correlation and root mean square error are reported. Note that all Spearman correlation values are significant (p<0.01).

Method Category Max F-Score Correlation RMSE
OLS VGI 0.31 0.340 5.29E-03
SM 0.43 0.516 4.82E-03
AUTH 0.49 0.678 4.32E-03
COMBO 0.51 0.699 4.02E-03
Spatial Lag VGI 0.36 0.429 5.13E-03
SM 0.42 0.518 4.82E-03
AUTH 0.49 0.637 4.34E-03
COMBO 0.51 0.694 4.05E-03
SVM VGI 0.28 0.301 5.35E-03
SM 0.35 0.417 5.17E-03
AUTH 0.47 0.582 5.21E-03
COMBO 0.55 0.590 5.17E-03
COMBO & LL 0.56 0.587 5.17E-03
RDF VGI 0.31 0.606 4.69E-03
SM 0.43 0.849 3.20E-03
UGC 0.46 0.855 3.32E-03
AUTH 0.57 0.930 2.25E-03
COMBO 0.62 0.955 1.85E-03
COMBO & LL 0.74 0.960 1.79E-03