Abstract
In this paper we study piecewise linear multicriteria programs, that is, multicriteria programs with either a continuous or discontinuous piecewise linear objective function and a polyhedron set constraint. We obtain an algebraic representation of a semi-closed polyhedron and apply it to show that the image of a semi-closed polyhedron under a continuous linear function is always one semi-closed polyhedron. We establish that the (weak) Pareto solution/point set of a piecewise linear multicriteria program is the union of finitely many semi-closed polyhedra. We propose an algorithm for finding the Pareto point set of a continuous piecewise linear bi-criteria program and generalize it to the discontinuous case. We apply our algorithm to solve the discontinuous bi-criteria portfolio selection problem with an l∞risk measure and transaction costs and show that this algorithm can be improved by using an ideal point strategy.
Original language | English |
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Pages (from-to) | 398-409 |
Number of pages | 12 |
Journal | Operations Research |
Volume | 60 |
Issue number | 2 |
DOIs | |
Publication status | Published - 1 Mar 2012 |
Keywords
- Algorithm
- Bi-criteria program
- Multicriteria program
- Piecewise linear function
- The structure of (weak) Pareto solution set
ASJC Scopus subject areas
- Computer Science Applications
- Management Science and Operations Research