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In this paper, we develop an efficient estimating equations procedure for performing variable selection and defining semiparametric efficient estimates simultaneously for the heteroscedastic partially linear single-index model.The estimating equations are developed based on the smooth threshold estimating equations due to Ueki (2009) by using the efficient score function of partially linear single-index models.