Cross entropy for multiobjective combinatorial optimization problems with linear relaxations

2015 ◽  
Vol 243 (2) ◽  
pp. 362-368 ◽  
Author(s):  
Rafael Caballero ◽  
Alfredo G. Hernández-Díaz ◽  
Manuel Laguna ◽  
Julián Molina
Author(s):  
Milan Stanojevic ◽  
Mirko Vujoševic ◽  
Bogdana Stanojevic

The number of efficient points in criteria space of multiple objective combinatorial optimization problems is considered in this paper. It is concluded that under certain assumptions, that number grows polynomially although the number of Pareto optimal solutions grows exponentially with the problem size. In order to perform experiments, an original algorithm for obtaining all efficient points was formulated and implemented for three classical multiobjective combinatorial optimization problems. Experimental results with the shortest path problem, the Steiner tree problem on graphs and the traveling salesman problem show that the number of efficient points is much lower than a polynomial upper bound.


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