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Optimization
A Journal of Mathematical Programming and Operations Research
Volume 72, 2023 - Issue 2
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Articles

On the componentwise boundedness away from zero of iterates generated by stabilized interior point methods

Pages 551-579 | Received 17 May 2020, Accepted 23 Aug 2021, Published online: 01 Oct 2021
 

Abstract

In this study, we are interested in the lower bounds of primal iterates generated in an inner loop of a class of stabilized interior point methods. By using eigenvalue estimates and the perturbation theory of linear systems, we show that for a fixed barrier parameter, the sequence of primal iterates is bounded away from zero. The results are established under some weak assumptions, which are implied by, for example, a second-order sufficient condition. Moreover, our analysis are independent of the choices of merit functions and penalty factors. Preliminary numerical experiments on some degenerate problems conform the results of this paper.

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Disclosure statement

No potential conflict of interest was reported by the author(s).

Additional information

Funding

This work was supported by the Fundamental Research Funds for the Central Universities [2014QNA62]

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