EXTENSION OF KARMARKAR ALGORITHM ONTO CONVEX QUADRATICALLY CONSTRAINED QUADRATIC PROBLEMS

Citation
A. Nemirovskii et K. Scheinberg, EXTENSION OF KARMARKAR ALGORITHM ONTO CONVEX QUADRATICALLY CONSTRAINED QUADRATIC PROBLEMS, Mathematical programming, 72(3), 1996, pp. 273-289
Citations number
17
Categorie Soggetti
Operatione Research & Management Science",Mathematics,"Operatione Research & Management Science",Mathematics,"Computer Science Software Graphycs Programming
Journal title
ISSN journal
00255610
Volume
72
Issue
3
Year of publication
1996
Pages
273 - 289
Database
ISI
SICI code
0025-5610(1996)72:3<273:EOKAOC>2.0.ZU;2-H
Abstract
Convex quadratically constrained quadratic problems are considered. It is shown that such problems can be transformed to a conic form. The f easible set of the conic form is the intersection of a direct product of standard quadratic cones intersected with a hyperplane (the analogu e of a simplex), and a linear subspace. For a problem of such form, th e analogue of Karmarkar's projective transformation and logarithmic ba rrier function are built. This allows us to extend ''word by word'' th e method of Karmarkar for LP to QCQP and allows us to obtain a similar polynomial worst-case bound for the number of iterations.