EXPLOITING SPECIAL STRUCTURE IN A PRIMAL DUAL PATH-FOLLOWING ALGORITHM

Citation
Ic. Choi et D. Goldfarb, EXPLOITING SPECIAL STRUCTURE IN A PRIMAL DUAL PATH-FOLLOWING ALGORITHM, Mathematical programming, 58(1), 1993, pp. 33-52
Citations number
26
Journal title
ISSN journal
00255610
Volume
58
Issue
1
Year of publication
1993
Pages
33 - 52
Database
ISI
SICI code
0025-5610(1993)58:1<33:ESSIAP>2.0.ZU;2-A
Abstract
A primal-dual path-following algorithm that applies directly to a line ar program of the form, min{c(t)x\Ax = b, Hx less-than-or-equal-to u, x greater-than-or-equal-to 0, X is-an-element-of R(n)}, is presented. This algorithm explicitly handles upper bounds, generalized upper boun ds, variable upper bounds, and block diagonal structure. We also show how the structure of time-staged problems and network flow problems ca n be exploited, especially on a parallel computer. Finally, using our algorithm, we obtain a complexity bound of 0(square-root n ds2 log(nka ppa)) for transportation problems with s origins, d destinations (s < d), and n arcs, where kappa is the maximum absolute value of the input data.