Before revision: We propose an l1-regularized M-estimator for a high-dimensional sparse parameter that is identified by a class of semiparametric conditional moment restrictions ( CMR).
After revision: We propose an l1-regularized M-estimator for a high-dimensional sparse parameter that is identified by a class of single-index conditional moment restrictions ( CMR).