On the effectiveness of projection methods for convex feasibility problems with linear inequality constraints

On the effectiveness of projection methods for convex feasibility problems with linear inequality constraints

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Article ID: iaor20122509
Volume: 51
Issue: 3
Start Page Number: 1065
End Page Number: 1088
Publication Date: Apr 2012
Journal: Computational Optimization and Applications
Authors: , , , ,
Keywords: programming: convex
Abstract:

The effectiveness of projection methods for solving systems of linear inequalities is investigated. It is shown that they often have a computational advantage over alternatives that have been proposed for solving the same problem and that this makes them successful in many real‐world applications. This is supported by experimental evidence provided in this paper on problems of various sizes (up to tens of thousands of unknowns satisfying up to hundreds of thousands of constraints) and by a discussion of the demonstrated efficacy of projection methods in numerous scientific publications and commercial patents (dealing with problems that can have over a billion unknowns and a similar number of constraints).

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