Theorem 1 of the following paper: Wei Yu and Raymond Lui: "Dual Methods for Nonconvex Spectrum Optimization of Multicarrier Systems", IEEE Transactions on Communications, vol. 54, no. 7, pp.1310-1322, July 2006. should have included an additional constraint qualification condition. A correct version of the theorem is: "Theorem 1: Consider an optimization problem of the form (4), which satisfies Slater's condition (i.e., there exists a strictly feasible solution in the constraint set). If the optimization problem satisfies the time-sharing property, then it has a zero duality gap, i.e., the primal problem (4) and the dual problem (7) have the same optimal value." Constraint qualification (such as Slater's condition) is needed for zero duality gap. Note that Slater's condition is always satisfied for the class of spectrum optimization problems considered in the paper. However, constraint qualification is needed for the general theorem. The authors wish to acknowledge Tamas Terlaky and Jiaping Zhu for pointing out this unintentional omission.