Fig. 23

Box plot showing MAE derived from tenfold cross-validation for three variations of TL-LSTM. Model A incorporates both MHA and feature selection, Model B omits MHA, and Model C omits feature selection. Each dot represents MAE for an individual fold. Results illustrate that Model A achieves the lowest error variability and mean.