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A Semidefinite Programming approach for solving Multiobjective Linear Programming

Victor Blanco (), Justo Puerto () and Safae El Haj Ben Ali

Journal of Global Optimization, 2014, vol. 58, issue 3, 465-480

Abstract: Several algorithms are available in the literature for finding the entire set of Pareto-optimal solutions of Multiobjective Linear Programmes (MOLPs). However, all of them are based on active-set methods (simplex-like approaches). We present a different method, based on a transformation of any MOLP into a unique lifted Semidefinite Program (SDP), the solutions of which encode the entire set of Pareto-optimal extreme point solutions of any MOLP. This SDP problem can be solved, among other algorithms, by interior point methods; thus unlike an active set-method, our method provides a new approach to find the set of Pareto-optimal solutions of MOLP. Copyright Springer Science+Business Media New York 2014

Keywords: Multiobjective Linear Programming; Semidefinite Programming; Polynomial optimization; Moment problem (search for similar items in EconPapers)
Date: 2014
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Citations: View citations in EconPapers (2)

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DOI: 10.1007/s10898-013-0056-z

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