The Accuracy of Interior‐Point Methods Based on Kernel Functions

The Accuracy of Interior‐Point Methods Based on Kernel Functions

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Article ID: iaor20127251
Volume: 155
Issue: 2
Start Page Number: 637
End Page Number: 649
Publication Date: Nov 2012
Journal: Journal of Optimization Theory and Applications
Authors:
Keywords: interior point methods
Abstract:

For the last decade, interior‐point methods that use barrier functions induced by some real univariate kernel functions have been studied. In these interior‐point methods, the algorithm stops when a solution is found such that it is close (in the barrier function sense) to a point in the central path with the desired accuracy. However, this does not directly imply that the algorithm generates a solution with prescribed accuracy. Until now, this had not been appropriately addressed. In this paper, we analyze the accuracy of the solution produced by the aforementioned algorithm.

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