Research Article
Application of Gene Expression Programming to Evaluate Strength Characteristics of Hydrated-Lime-Activated Rice Husk Ash-Treated Expansive Soil
Table 5
Statistical calculations, performance indices, and objective functions of the GEP models for CBR, UCS, and R value.
| GEP model | Dataset | Statistical parameters | MAE | RSE | RMSE | NSE | R | RRMSE | ρ | OBF |
| CBR | Training | 0.5 | 0.003 | 4.94 | 0.997 | 0.998 | 0.202 | 0.101 | 0.028 | Testing | 0.3 | 0.011 | 3.69 | 0.989 | 0.996 | 0.271 | 0.136 | Validation | 0.5 | 0.011 | 5.49 | 0.989 | 0.996 | 0.167 | 0.084 |
| UCS28 | Training | 7.8 | 0.151 | 13.06 | 0.849 | 0.924 | 0.076 | 0.040 | 0.013 | Testing | 2.7 | 0.970 | 12.21 | 0.903 | 0.971 | 0.081 | 0.041 | Validation | 13.7 | 0.647 | 13.61 | 0.353 | 0.624 | 0.067 | 0.041 |
| RValue | Training | 0.2 | 0.003 | 4.49 | 0.997 | 0.998 | 0.222 | 0.111 | 0.032 | Testing | 0.2 | 0.007 | 4.22 | 0.992 | 0.997 | 0.238 | 0.119 | Validation | 0.1 | 0.012 | 4.72 | 0.988 | 0.994 | 0.193 | 0.097 |
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