High-Dimensional Semiparametric Selection Models: Estimation Theory with an Application to the Retail Gasoline Market

Ying Zhu

This paper proposes a multi-stage projection-based Lasso procedure for the semiparametric sample selection model in high-dimensional settings under a weak nonparametric restriction…