ON THE NESTEROV-TODD DIRECTION IN SEMIDEFINITE PROGRAMMING

Citation
Mj. Todd et al., ON THE NESTEROV-TODD DIRECTION IN SEMIDEFINITE PROGRAMMING, SIAM journal on optimization (Print), 8(3), 1998, pp. 769-796
Citations number
23
Categorie Soggetti
Mathematics,Mathematics
ISSN journal
10526234
Volume
8
Issue
3
Year of publication
1998
Pages
769 - 796
Database
ISI
SICI code
1052-6234(1998)8:3<769:OTNDIS>2.0.ZU;2-N
Abstract
We study different choices of search direction for primal-dual interio r-point methods for semidefinite programming problems. One particular choice we consider comes from a specialization of a class of algorithm s developed by Nesterov and Todd for certain convex programming proble ms. We discuss how the search directions for the Nesterov{Todd (NT) me thod can be computed efficiently and demonstrate how they can be viewe d as Newton directions. This last observation also leads to convenient computation of accelerated steps, using the Mehrotra predictor-correc tor approach, in the NT framework. We also provide an analytical and n umerical comparison of several methods using different search directio ns, and suggest that the method using the NT direction is more robust than alternative methods.