Many panel data have the latent subgroup effect on individuals, and it is important to correctly identify these groups since efficiency of resulting estimators can be improved significantly by pooling information individuals within each group. However, currently assumed parametric semiparametric relationship between response predictors may misspecified, which leads a wrong grouping result, nonp...