Contrary to the actual nonlinear Glauber model, the linear Glauber model (LGM) is exactly solvable, although the detailed balance condition is not generally satisfied. This motivates us to address the issue of writing the transition rate (wj) in a best possible linear form such that the mean squared error in satisfying the detailed balance condition is least.