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The statistical indices indicated that the SVR-Firefly model has the highest ability among the models for simulation, with average MAPE=0.49%, R2=0.991 and RMSE=0.0035.
In the testing period, two developed models indicate that river flow values with the same accuracy in terms of statistical indices.
Furthermore, the metal-specific data are aggregated to statistical indices.
Several statistical indices are used to evaluate the efficacy of the aforementioned methods.
The most adopted statistical indices are used as key performance factors.
Based on the statistical indices obtained, RSM performed the least, while ANN marginally outperformed ANFIS.
Statistical indices of goodness-of-fit are calculated to evaluate the effectiveness of the proposed methodology.
As a comparison, a multiple linear regression (MLR) analysis was also examined using various statistical indices.
Evaluation of the models' performance was based on statistical indices obtained from a confusion matrix by using validation samples.
The APHRODITE product shows high consistency with the gauged rainfall while WFD data gives large errors in various statistical indices in the study region.
To perform the study, firstly, the mean areal rainfall estimated by different rain gauge densities using various statistical indices as evaluation criteria was analysed.
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