New efficient estimation and variable selection in models with single-index structure

We propose a new efficient root-nn consistent estimate for the direction of the index parameter vector in a class of models with single-index structure. To select the important predictors, we suggest using the adaptive LASSO and establish the oracle property. Simulation results also confirm the theoretical findings.