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. 2024 Oct 28;14:25856. doi: 10.1038/s41598-024-75703-8

Table 3.

Comparison of different model performances with bingham equation.

Model Epoch Initial Learning Rate RMSE R 2 MAE
BP 100 0.01 1.19 0.347 1.01
RF 100 / 0.856 0.370 0.786
XGBoost 100 0.01 0.86 0.471 0.735
LSTM 100 0.01 0.650 0.610 0.492
BiLSTM 100 0.01 0.512 0.686 0.410
BiLSTM-SA 100 0.01 0.309 0.790 0.298