THE MEHROTRA PREDICTOR-CORRECTOR INTERIOR-POINT METHOD AS A PERTURBEDCOMPOSITE NEWTON METHOD

Citation
R. Tapia et al., THE MEHROTRA PREDICTOR-CORRECTOR INTERIOR-POINT METHOD AS A PERTURBEDCOMPOSITE NEWTON METHOD, SIAM journal on optimization, 6(1), 1996, pp. 47-56
Citations number
16
Categorie Soggetti
Mathematics,Mathematics
ISSN journal
10526234
Volume
6
Issue
1
Year of publication
1996
Pages
47 - 56
Database
ISI
SICI code
1052-6234(1996)6:1<47:TMPIMA>2.0.ZU;2-S
Abstract
It is well known that the celebrated Kojima-Mizuno-Yoshise primal-dual interior-point method for linear programming can be viewed as a dampe d perturbed Newton's method. Recently, Mehrotra suggested a predictor- corrector variant of this method. It is currently the interior-point m ethod of choice for linear programming. The simplified Newton method, at the expense of fast convergence, reduces the work required by Newto n's method by reusing the initial Jacobian matrix. The composite Newto n method attempts to balance the trade-off between expense and fast co nvergence by composing one Newton step with one simplified Newton step . In this work we demonstrate that if the Newton component in the Koji ma-Mizuno-Yoshise primal-dual method is replaced with a composite Newt on component, then the resulting method is the Mehrotra predictor-corr ector method.