In this paper, we presented analytical properties of the five estimators: unrestricted, restricted, preliminary test, Stein-type, and positive-rule LASSO estimator in semiparametric linear measurement error models with linear restriction. The asymptotic distribution with asymptotical distrbution bias, mean squares and quadratic risk of the proposed LASSO estimators are studied.
