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. 2025 Jan 21;15:2725. doi: 10.1038/s41598-025-87336-6

Table 5.

Accuracy assessment with different aggregation methods.

Method Land use feature Travel feature
MAE MSE RMSE MAE MSE RMSE
Average 7.8254 799.2813 27.1161 7.7472 792.8558 27.0775
TF-IDF weighted 9.0905 940.0272 29.2872 9.097 939.2574 29.3864
SIF 7.1193 719.7743 25.8448 7.1603 724.8487 26.0272
P-SIF 7.0739 713.0572 25.7088 6.7168 499.7532 18.0208