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Polynomial Primal-Dual Affine Scaling Algorithms in Semidefinite Programming
Authors:E de Klerk  C Roos  T Terlaky
Institution:(1) Faculty of Technical Mathematics and Informatics, Delft University of Technology, P.O. Box 5031, 2600 GA Delft, The Netherlands
Abstract:Two primal-dual affine scaling algorithms for linear programming are extended to semidefinite programming. The algorithms do not require (nearly) centered starting solutions, and can be initiated with any primal-dual feasible solution. The first algorithm is the Dikin-type affine scaling method of Jansen et al. (1993b) and the second the classical affine scaling method of Monteiro et al. (1990). The extension of the former has a worst-case complexity bound of O(tau0nL) iterations, where tau0 is a measure of centrality of the the starting solution, and the latter a bound of O(tau0nL2) iterations.
Keywords:interior-point method  primal-dual method  semidefinite programming  affine scaling  Dikin steps
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