On the convergence of the interation sequence in primal-dual interior-point methods

On the convergence of the interation sequence in primal-dual interior-point methods

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Article ID: iaor1997701
Country: Netherlands
Volume: 68
Issue: 2
Start Page Number: 141
End Page Number: 154
Publication Date: Feb 1995
Journal: Mathematical Programming (Series A)
Authors: , ,
Keywords: interior point methods
Abstract:

Recently, numerous research efforts, most of them concerned with superlinear convergence of the duality gap sequence to zero in the Kojima-Mizuno-Yoshise primal-dual interior-point method for linear programming, have as a primary assumption the convergence of the iteration sequence. Yet, except for the case of nondegeneracy (uniqueness of solution), the convergence of the iteration sequence has been an important open question now for some time. In this work the authors demonstrate that for general problems, under slightly stronger assumptions than those needed for superlinear convergence of the duality gap sequence (except of course the assumption that the iteration sequence converges), the iteration sequence converges. Hence, they have not only established convergence of the iteration sequence for an important class of problems, but have demonstrated that the assumption that the iteration sequence converges is redundant in many of the above mentioned works.

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