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Advances, Systems and Applications

Table 2 Evaluation indicator values for one-step prediction of layer actions response time

From: Wavelet transforms based ARIMA-XGBoost hybrid method for layer actions response time prediction of cloud GIS services

 

RMSE

MAE

R-square

ARIMA

6.4663

4.4743

0.8686

XGBoost

6.3836

3.8377

0.8719

WT-ARIMA

7.3702

4.4625

0.8293

WT-XGBoost

5.875

3.0632

0.8915

ARIMA-XGBoost

6.1995

4.2206

0.8791

WT-ARIMA-XGBoost

5.5598

3.7257

0.9028

  1. Bold means that this model achieves the best results for this metric in this case compared to other models