/* * * Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007 * (C) OPAC Team, LIFL, 2002-2007 * * Arnaud Liefooghe * * This software is governed by the CeCILL license under French law and * abiding by the rules of distribution of free software. You can use, * modify and/ or redistribute the software under the terms of the CeCILL * license as circulated by CEA, CNRS and INRIA at the following URL * "http://www.cecill.info". * * As a counterpart to the access to the source code and rights to copy, * modify and redistribute granted by the license, users are provided only * with a limited warranty and the software's author, the holder of the * economic rights, and the successive licensors have only limited liability. * * In this respect, the user's attention is drawn to the risks associated * with loading, using, modifying and/or developing or reproducing the * software by the user in light of its specific status of free software, * that may mean that it is complicated to manipulate, and that also * therefore means that it is reserved for developers and experienced * professionals having in-depth computer knowledge. Users are therefore * encouraged to load and test the software's suitability as regards their * requirements in conditions enabling the security of their systems and/or * data to be ensured and, more generally, to use and operate it in the * same conditions as regards security. * The fact that you are presently reading this means that you have had * knowledge of the CeCILL license and that you accept its terms. * * ParadisEO WebSite : http://paradiseo.gforge.inria.fr * Contact: paradiseo-help@lists.gforge.inria.fr * */ //----------------------------------------------------------------------------- #ifndef MOEOCONTRIBUTIONMETRIC_H_ #define MOEOCONTRIBUTIONMETRIC_H_ #include #include /** * The contribution metric evaluates the proportion of non-dominated solutions given by a Pareto set relatively to another Pareto set * (Meunier, Talbi, Reininger: 'A multiobjective genetic algorithm for radio network optimization', in Proc. of the 2000 Congress on Evolutionary Computation, IEEE Press, pp. 317-324) */ template < class ObjectiveVector > class moeoContributionMetric : public moeoVectorVsVectorBinaryMetric < ObjectiveVector, double > { public: /** * Returns the contribution of the Pareto set '_set1' relatively to the Pareto set '_set2' * @param _set1 the first Pareto set * @param _set2 the second Pareto set */ double operator()(const std::vector < ObjectiveVector > & _set1, const std::vector < ObjectiveVector > & _set2) { unsigned int c = card_C(_set1, _set2); unsigned int w1 = card_W(_set1, _set2); unsigned int n1 = card_N(_set1, _set2); unsigned int w2 = card_W(_set2, _set1); unsigned int n2 = card_N(_set2, _set1); return (double) (c / 2.0 + w1 + n1) / (c + w1 + n1 + w2 + n2); } private: /** Functor to compare two objective vectors according to Pareto dominance relation */ moeoParetoObjectiveVectorComparator < ObjectiveVector > paretoComparator; /** * Returns the number of solutions both in '_set1' and '_set2' * @param _set1 the first Pareto set * @param _set2 the second Pareto set */ unsigned int card_C (const std::vector < ObjectiveVector > & _set1, const std::vector < ObjectiveVector > & _set2) { unsigned int c=0; for (unsigned int i=0; i<_set1.size(); i++) for (unsigned int j=0; j<_set2.size(); j++) if (_set1[i] == _set2[j]) { c++; break; } return c; } /** * Returns the number of solutions in '_set1' dominating at least one solution of '_set2' * @param _set1 the first Pareto set * @param _set2 the second Pareto set */ unsigned int card_W (const std::vector < ObjectiveVector > & _set1, const std::vector < ObjectiveVector > & _set2) { unsigned int w=0; for (unsigned int i=0; i<_set1.size(); i++) for (unsigned int j=0; j<_set2.size(); j++) if (paretoComparator(_set2[j], _set1[i])) { w++; break; } return w; } /** * Returns the number of solutions in '_set1' having no relation of dominance with those from '_set2' * @param _set1 the first Pareto set * @param _set2 the second Pareto set */ unsigned int card_N (const std::vector < ObjectiveVector > & _set1, const std::vector < ObjectiveVector > & _set2) { unsigned int n=0; for (unsigned int i=0; i<_set1.size(); i++) { bool domin_rel = false; for (unsigned int j=0; j<_set2.size(); j++) if ( (paretoComparator(_set2[j], _set1[i])) || (paretoComparator(_set1[i], _set2[j])) ) { domin_rel = true; break; } if (! domin_rel) n++; } return n; } }; #endif /*MOEOCONTRIBUTIONMETRIC_H_*/