We consider symmetrized Karush–Kuhn–Tucker systems arising in the solution of convex quadratic programming problems in standard form by Interior Point methods. Their coefficient matrices usually have 33 block structure, and under suitable conditions on both the quadratic programming problem and the solution, they are nonsingular in the limit. We present new spectral estimates for these matrices: the new bounds are established for the unpreconditioned matrices and for the matrices preconditioned by symmetric positive definite augmented preconditioners. Some of the obtained results complete the analysis recently given by Greif, Moulding, and Orban in [SIAM J. Optim., 24 (2014), pp. 49-83]. The sharpness of the new estimates is illustrated by numerical experiments
Spectral estimates for unreduced symmetric KKT systems arising from Interior Point methods / Benedetta Morini; Mattia Tani; Valeria Simoncini;. - In: NUMERICAL LINEAR ALGEBRA WITH APPLICATIONS. - ISSN 1099-1506. - STAMPA. - 23:(2016), pp. 776-800. [10.1002/nla.2054]
Spectral estimates for unreduced symmetric KKT systems arising from Interior Point methods
MORINI, BENEDETTA;
2016
Abstract
We consider symmetrized Karush–Kuhn–Tucker systems arising in the solution of convex quadratic programming problems in standard form by Interior Point methods. Their coefficient matrices usually have 33 block structure, and under suitable conditions on both the quadratic programming problem and the solution, they are nonsingular in the limit. We present new spectral estimates for these matrices: the new bounds are established for the unpreconditioned matrices and for the matrices preconditioned by symmetric positive definite augmented preconditioners. Some of the obtained results complete the analysis recently given by Greif, Moulding, and Orban in [SIAM J. Optim., 24 (2014), pp. 49-83]. The sharpness of the new estimates is illustrated by numerical experimentsFile | Dimensione | Formato | |
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