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New preconditioners for least squares problems based on incomplete LU factorizations are presented.Two approaches are considered: computing an incomplete LU factorization of a suitable submatrix of the coefficient matrix,or to compute a pseudoinverse from an incomplete LU factorization and use it as preconditioner.