Asymptotically optimal estimation in a linear fractional regression problem with random errors in coefficients.
We consider the asymptotic distribution of covariate values in the quantile regression basic solution under weak assumptions. A diagnostic procedure for assessing homogeneity of the conditional densities is also proposed.