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Analysis of some interior point continuous trajectories for convex programming

Authors :
Li-Zhi Liao
Xun Qian
Jie Sun
Source :
Optimization. 66:589-608
Publication Year :
2017
Publisher :
Informa UK Limited, 2017.

Abstract

In this paper, we analyse three interior point continuous trajectories for convex programming with general linear constraints. The three continuous trajectories are derived from the primal–dual path-following method, the primal–dual affine scaling method and the central path, respectively. Theoretical properties of the three interior point continuous trajectories are fully studied. The optimality and convergence of all three interior point continuous trajectories are obtained for any interior feasible point under some mild conditions. In particular, with proper choice of some parameters, the convergence for all three interior point continuous trajectories does not require the strict complementarity or the analyticity of the objective function. These results are new in the literature.

Details

ISSN :
10294945 and 02331934
Volume :
66
Database :
OpenAIRE
Journal :
Optimization
Accession number :
edsair.doi...........212969c027dda9123b0b7ac0e90e28eb
Full Text :
https://doi.org/10.1080/02331934.2017.1279160