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. 2025 Mar 22;12:479. doi: 10.1038/s41597-025-04750-1

Table 21.

Evaluation metrics obtained for all selected algorithms.

Algorithm Data subset MSE RMSE MAE R2
RFR 1 0.0002 0.0148 0.0066 0.9995
2 0.0002 0.0143 0.0064 0.9995
3 0.0002 0.0148 0.0066 0.9995
SVR 1 0.0001 0.0104 0.0074 0.9997
2 0.0001 0.0087 0.0065 0.9998
3 0.0001 0.0104 0.0074 0.9997
XGBoost 1 0.0001 0.0113 0.0054 0.9997
2 0.0001 0.0114 0.0056 0.9997
3 0.0001 0.0113 0.0055 0.9997
LSTM 1 0.0001 0.0104 0.0068 0.9998
2 0.0001 0.0136 0.0083 0.9997
3 0.0001 0.0103 0.0068 0.9998
MLP 1 0.0002 0.0125 0.0086 0.9996
2 0.0002 0.0134 0.0111 0.9996
3 0.0001 0.0112 0.0078 0.9997