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In this paper,we consider the problem to find the sparsest solution to the system of linear equalities and inequalities.We propose the range space property for the concerned problem and investigate the necessary and sufficient conditions for the uniqueness of the solution to the relaxed problem; in particular,we show that the original problem is equivalent to its convex relaxation under mild conditions.