On the convergence of the iteration sequence in primal-dual interior-point methods
Author(s) -
R. A. Tapia,
Yin Zhang,
Yinyu Ye
Publication year - 1995
Publication title -
mathematical programming
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 2.358
H-Index - 131
eISSN - 1436-4646
pISSN - 0025-5610
DOI - 10.1007/bf01585761
Subject(s) - sequence (biology) , mathematics , convergence (economics) , uniqueness , duality gap , duality (order theory) , limit of a sequence , dual (grammatical number) , iterative method , mathematical optimization , combinatorics , mathematical analysis , optimization problem , limit (mathematics) , art , genetics , literature , economics , biology , economic growth
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 we 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, we 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.
Accelerating Research
Robert Robinson Avenue,
Oxford Science Park, Oxford
OX4 4GP, United Kingdom
Address
John Eccles HouseRobert Robinson Avenue,
Oxford Science Park, Oxford
OX4 4GP, United Kingdom