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For the solution of large sparse box constrained least squares problems(BLS),a new iterative method is proposed by using CG method for inner iterations and the modulus iterative method in the outer iterations for the solution of linear complementarity problem resulting from Karush-Kuhn-Tucker conditions of BLS problem.