On the rate of local convergence of high-order-infeasible-path-following algorithms for P*-linear complementarity problems

On the rate of local convergence of high-order-infeasible-path-following algorithms for P*-linear complementarity problems

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Article ID: iaor20003706
Country: Netherlands
Volume: 14
Issue: 3
Start Page Number: 293
End Page Number: 307
Publication Date: Nov 1999
Journal: Computational Optimization and Applications
Authors: ,
Keywords: interior point methods, complementarity
Abstract:

A simple and unified analysis is provided on the rate of local convergence for a class of high-order -infeasible-path-following algorithms for the P*-linear complementarity problem. It is shown that the rate of local convergence of a ν-order algorithm with a centering step is ν + 1 if there is a strictly complementary solution and (ν + 1)/2 otherwise. For the ν-order algorithm without the centering step the corresponding rates are ν and ν/2, respectively. The algorithm without a centering step does not follow the fixed traditional central path. Instead, at each iteration, it follows a new analytic path connecting the current iterate with an optimal solution to generate the next iterate. An advantage of this algorithm is that it does not restrict iterates in a sequence of contracting neighborhoods of the central path.

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