INTERIOR-POINT TRAJECTORIES IN SEMIDEFINITE PROGRAMMING

Citation
D. Goldfarb et K. Scheinberg, INTERIOR-POINT TRAJECTORIES IN SEMIDEFINITE PROGRAMMING, SIAM journal on optimization (Print), 8(4), 1998, pp. 871-886
Citations number
32
Categorie Soggetti
Mathematics,Mathematics
ISSN journal
10526234
Volume
8
Issue
4
Year of publication
1998
Pages
871 - 886
Database
ISI
SICI code
1052-6234(1998)8:4<871:ITISP>2.0.ZU;2-D
Abstract
In this paper we study interior point trajectories in semidefinite pro gramming (SDP) including the central path of an SDP. This work was ins pired by the seminal work of Megiddo on linear programming trajectorie s [Progress in Math. Programming: Interior-Point Algorithms and Relate d Methods, N. Megiddo, ed., Springer-Verlag, Berlin, 1989, pp. 131 - 1 58]. Under an assumption of primal and dual strict feasibility, we sho w that the primal and dual central paths exist and converge to the ana lytic centers of the optimal faces of, respectively, the primal and th e dual problems. We consider a class of trajectories that are similar to the central path but can be constructed to pass through any given i nterior feasible or infeasible point, and study their convergence. Fin ally, we study the derivatives of these trajectories and their converg ence.