Rank transformations when oovariables are measured with error or mismodelled

when covariables are measured with error which, under minimal assumptions, is more accurate and efficient than the OLS in some situations, especially when the measurement error (ME) is skewly distributed or mismodel led. No prior information about the ME is necessary. Simulations studies is investigated for the performance of the proposed method.