metrics modification
git-svn-id: svn://scm.gforge.inria.fr/svnroot/paradiseo@180 331e1502-861f-0410-8da2-ba01fb791d7f
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4 changed files with 78 additions and 70 deletions
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@ -2,7 +2,7 @@
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//-----------------------------------------------------------------------------
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// moeoEntropyMetric.h
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// (c) OPAC Team (LIFL), Dolphin Project (INRIA), 2006
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// (c) OPAC Team (LIFL), Dolphin Project (INRIA), 2007
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/*
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This library...
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@ -16,18 +16,14 @@
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#include <metric/moeoMetric.h>
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/**
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* The entropy gives an idea of the diversity of a Pareto set relatively to another Pareto set
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*
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* The entropy gives an idea of the diversity of a Pareto set relatively to another
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* (Basseur, Seynhaeve, Talbi: 'Design of Multi-objective Evolutionary Algorithms: Application to the Flow-shop Scheduling Problem', in Proc. of the 2002 Congress on Evolutionary Computation, IEEE Press, pp. 1155-1156)
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*/
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template < class MOEOT >
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class moeoEntropyMetric : public moeoVectorVsVectorBinaryMetric < MOEOT, double >
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template < class ObjectiveVector >
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class moeoEntropyMetric : public moeoVectorVsVectorBinaryMetric < ObjectiveVector, double >
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{
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public:
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/** the objective vector type of a solution */
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typedef typename MOEOT::ObjectiveVector ObjectiveVector;
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/**
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* Returns the entropy of the Pareto set '_set1' relatively to the Pareto set '_set2'
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* @param _set1 the first Pareto set
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@ -72,10 +68,17 @@ public:
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private:
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/** vector of min values */
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std::vector<double> vect_min_val;
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/** vector of max values */
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std::vector<double> vect_max_val;
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void removeDominated(std::vector< ObjectiveVector > & _f) {
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/**
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* Removes the dominated individuals contained in _f
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* @param _f a Pareto set
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*/
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void removeDominated(std::vector < ObjectiveVector > & _f) {
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for (unsigned i=0 ; i<_f.size(); i++) {
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bool dom = false;
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for (unsigned j=0; j<_f.size(); j++)
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@ -91,6 +94,11 @@ private:
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}
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}
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/**
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* Prenormalization
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* @param _f a Pareto set
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*/
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void prenormalize (const std::vector< ObjectiveVector > & _f) {
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vect_min_val.clear();
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vect_max_val.clear();
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@ -108,12 +116,24 @@ private:
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}
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}
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/**
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* Normalization
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* @param _f a Pareto set
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*/
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void normalize (std::vector< ObjectiveVector > & _f) {
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for (unsigned i=0 ; i<ObjectiveVector::nObjectives(); i++)
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for (unsigned j=0; j<_f.size(); j++)
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_f[j][i] = (_f[j][i] - vect_min_val[i]) / (vect_max_val[i] - vect_min_val[i]);
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}
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/**
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* Computation of the union of _f1 and _f2 in _f
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* @param _f1 the first Pareto set
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* @param _f2 the second Pareto set
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* @param _f the final Pareto set
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*/
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void computeUnion(const std::vector< ObjectiveVector > & _f1, const std::vector< ObjectiveVector > & _f2, std::vector< ObjectiveVector > & _f) {
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_f = _f1 ;
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for (unsigned i=0; i<_f2.size(); i++) {
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@ -128,6 +148,10 @@ private:
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}
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}
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/**
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* How many in niche
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*/
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unsigned howManyInNicheOf (const std::vector< ObjectiveVector > & _f, const ObjectiveVector & _s, unsigned _size) {
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unsigned n=0;
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for (unsigned i=0 ; i<_f.size(); i++) {
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@ -137,6 +161,10 @@ private:
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return n;
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}
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/**
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* Euclidian distance
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*/
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double euclidianDistance (const ObjectiveVector & _set1, const ObjectiveVector & _to, unsigned _deg = 2) {
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double dist=0;
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for (unsigned i=0; i<_set1.size(); i++)
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