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. 2026 Feb 6;26:855. doi: 10.1186/s12889-026-26459-5

Table 2.

Average forecasting performance of each model across North and South regions

Model Region MSE RMSE MAE Inline graphic
LSTM North 0.0309 0.1697 0.1046 0.5056
South 0.0459 0.2073 0.1488 0.4891
BiLSTM North 0.014 0.1157 0.0696 0.7762
South 0.0229 0.151 0.1028 0.7454
CNN-LSTM North 0.0376 0.1937 0.1371 0.3969
South 0.0620 0.2487 0.1953 0.3096
LSTCNet North 0.0106 0.099 0.0546 0.8308
South 0.0191 0.1317 0.0695 0.7869
LSTM-Attn. North 0.0277 0.1656 0.1415 0.5559
South 0.0248 0.1576 0.1321 0.6523
Transformer North 0.0187 0.1336 0.0805 0.7016
South 0.0221 0.1446 0.1019 0.7797
TCN North 0.0375 0.1909 0.1343 0.3990
South 0.0395 0.1944 0.1566 0.5608

Bold values indicate the best performance among all compared models for each region