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A strong bound on the integral of the central path curvature and its relationship with the iteration-complexity of primal-dual path-following LP algorithms.

Authors :
Monteiro, Renato
Tsuchiya, Takashi
Source :
Mathematical Programming; Sep2008, Vol. 115 Issue 1, p105-149, 45p, 5 Graphs
Publication Year :
2008

Abstract

The main goals of this paper are to: i) relate two iteration-complexity bounds derived for the Mizuno-Todd-Ye predictor-corrector (MTY P-C) algorithm for linear programming (LP), and; ii) study the geometrical structure of the LP central path. The first iteration-complexity bound for the MTY P-C algorithm considered in this paper is expressed in terms of the integral of a certain curvature function over the traversed portion of the central path. The second iteration-complexity bound, derived recently by the authors using the notion of crossover events introduced by Vavasis and Ye, is expressed in terms of a scale-invariant condition number associated with m × n constraint matrix of the LP. In this paper, we establish a relationship between these bounds by showing that the first one can be majorized by the second one. We also establish a geometric result about the central path which gives a rigorous justification based on the curvature of the central path of a claim made by Vavasis and Ye, in view of the behavior of their layered least squares path following LP method, that the central path consists of $${\mathcal{O}}(n^2)$$ long but straight continuous parts while the remaining curved part is relatively “short”. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
00255610
Volume :
115
Issue :
1
Database :
Complementary Index
Journal :
Mathematical Programming
Publication Type :
Academic Journal
Accession number :
32014300
Full Text :
https://doi.org/10.1007/s10107-007-0141-5