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
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.