A Quadratically Convergent 0 ( ynL )-Iteration Algorithm for Linear Programming

Recently, Ye et al. [16] demonstrated that Mizuno-Todd-Ye's predictor-corrector interior-point algorithm for linear programming maintains the 0( ynL )-iteration complexity while exhibiting superlinear convergence of the duality gap to zero under the assumption that the iteration sequence converges, and quadratic convergence of the duality gap to zero under the assumption of nondegeneracy. In this paper we establish the quadratic convergence result without any assumption concerning the convergence of the iteration sequence or nondegeneracy. This surprising result, to our knowledge, is the first instance of a demonstration of polynomiality and superlinear ( or quadratic) convergence for an interior-point algorithm which does not assume the convergence of the iteration sequence or nondegeneracy.

[1]  Yin Zhang,et al.  A Study of Indicators for Identifying Zero Variables in Interior-Point Methods , 1994, SIAM Rev..

[2]  Shinji Mizuno,et al.  On Adaptive-Step Primal-Dual Interior-Point Algorithms for Linear Programming , 1993, Math. Oper. Res..

[3]  Yin Zhang,et al.  On the Superlinear Convergence of Interior-Point Algorithms for a General Class of Problems , 1993, SIAM J. Optim..

[4]  Shinji Mizuno,et al.  Large-Step Interior Point Algorithms for Linear Complementarity Problems , 1993, SIAM J. Optim..

[5]  Yinyu Ye,et al.  On the finite convergence of interior-point algorithms for linear programming , 1992, Math. Program..

[6]  Yin Zhang,et al.  On the Superlinear and Quadratic Convergence of Primal-Dual Interior Point Linear Programming Algorithms , 1992, SIAM J. Optim..

[7]  Josef Stoer,et al.  On the complexity of following the central path of linear programs by linear extrapolation II , 1991, Math. Program..

[8]  Nimrod Megiddo,et al.  Homotopy Continuation Methods for Nonlinear Complementarity Problems , 1991, Math. Oper. Res..

[9]  F. Potra,et al.  An Interior-point Method with Polynomial Complexity and Superlinear Convergence for Linear Complementarity Problems , 1991 .

[10]  Renato D. C. Monteiro,et al.  Limiting behavior of the affine scaling continuous trajectories for linear programming problems , 1991, Math. Program..

[11]  Shinji Mizuno,et al.  A polynomial-time algorithm for a class of linear complementarity problems , 1989, Math. Program..

[12]  P. Boggs,et al.  On the convergence behavior of trajectories for linear programming , 1988 .

[13]  R. Tapia Role of slack variables in quasi-Newton methods for constrained optimization , 1979 .

[14]  A. Hoffman On approximate solutions of systems of linear inequalities , 1952 .