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. 2022 Jun 30;12:11108. doi: 10.1038/s41598-022-14037-9

Table 2.

Prediction results of the different prediction model.

Model Hyperparameters The test set The validation set
RMSE R2 RMSE R2
Single-factor GWO-LSTM nh = 2, nE = 88, lr = 0.062 0.0624 0.9974 0.0660 0.9641
MIC-GWO-LSTM nh = 47, nE = 169, lr = 0.002 0.0544 0.9977 0.0457 0.9830
MIC-GWO-SVR C = 7.212, γ = 0.235 0.0615 0.9975 0.0532 0.9769