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 modelDatasetStatistical parameters
MAERSERMSENSERRRMSEρOBF

CBRTraining0.50.0034.940.9970.9980.2020.1010.028
Testing0.30.0113.690.9890.9960.2710.136
Validation0.50.0115.490.9890.9960.1670.084

UCS28Training7.80.15113.060.8490.9240.0760.0400.013
Testing2.70.97012.210.9030.9710.0810.041
Validation13.70.64713.610.3530.6240.0670.041

RValueTraining0.20.0034.490.9970.9980.2220.1110.032
Testing0.20.0074.220.9920.9970.2380.119
Validation0.10.0124.720.9880.9940.1930.097