This paper deals with the estimation problem in a seemingly unrelated regression (SUR) model when the explanatory variables are affected by the multicollinearity. We introduced stochastic restricted biased estimators for the vector of parameters ï¢ in SUR model. Monte Carlo simulations are also performed to show superiority of the proposed estimators over the GLS, SUR-Liu and SUR-ridge estimators.