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@ -40,14 +40,13 @@
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#ifndef MOEONEARESTNEIGHBORDIVERSITYASSIGNMENT_H_
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#define MOEONEARESTNEIGHBORDIVERSITYASSIGNMENT_H_
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#include <list>
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#include <diversity/moeoDiversityAssignment.h>
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#include <archive/moeoUnboundedArchive.h>
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#include <archive/moeoArchive.h>
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#include <list>
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/**
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* moeoNearestNeighborDiversityAssignment is a moeoDiversityAssignment used distance between moeot to assign diversity
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* moeoNearestNeighborDiversityAssignment is a moeoDiversityAssignment using distance between individuals to assign diversity.
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*/
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template < class MOEOT >
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class moeoNearestNeighborDiversityAssignment : public moeoDiversityAssignment < MOEOT >
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@ -57,6 +56,7 @@ public:
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/** The type for objective vector */
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typedef typename MOEOT::ObjectiveVector ObjectiveVector;
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/**
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* Default ctor
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* @param _index index for find the k-ieme nearest neighbor, _index correspond to k
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@ -64,53 +64,57 @@ public:
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moeoNearestNeighborDiversityAssignment(unsigned int _index=1):distance(defaultDistance), archive(defaultArchive), index(_index)
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{}
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/**
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* Ctor where you can choose your own archive
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* @param _archive the archive used
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* @param _index index for find the k-ieme nearest neighbor, _index correspond to k
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*/
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moeoNearestNeighborDiversityAssignment(moeoArchive <MOEOT>& _archive, unsigned int _index=1):distance(defaultDistance), archive(_archive), index(_index)
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moeoNearestNeighborDiversityAssignment(moeoArchive <MOEOT>& _archive, unsigned int _index=1) : distance(defaultDistance), archive(_archive), index(_index)
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{}
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/**
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* Ctor where you can choose your own distance
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* @param _dist the distance used
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* @param _index index for find the k-ieme nearest neighbor, _index correspond to k
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*/
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moeoNearestNeighborDiversityAssignment(moeoDistance <MOEOT, double>& _dist, unsigned int _index=1):distance(_dist), archive(defaultArchive), index(_index)
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moeoNearestNeighborDiversityAssignment(moeoDistance <MOEOT, double>& _dist, unsigned int _index=1) : distance(_dist), archive(defaultArchive), index(_index)
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{}
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/**
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* Ctor where you can choose your own distance and archive
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* @param _dist the distance used
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* @param _archive the archive used
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* @param _index index for find the k-ieme nearest neighbor, _index correspond to k
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*/
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moeoNearestNeighborDiversityAssignment(moeoDistance <MOEOT, double>& _dist, moeoArchive <MOEOT>& _archive, unsigned int _index=1):distance(_dist), archive(_archive), index(_index)
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moeoNearestNeighborDiversityAssignment(moeoDistance <MOEOT, double>& _dist, moeoArchive <MOEOT>& _archive, unsigned int _index=1) : distance(_dist), archive(_archive), index(_index)
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{}
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/**
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* affect the diversity to the pop, diversity corresponding to the k-ieme nearest neighbor.
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* Affect the diversity to the pop, diversity corresponding to the k-ieme nearest neighbor.
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* @param _pop the population
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*/
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void operator () (eoPop < MOEOT > & _pop)
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{
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unsigned int i= _pop.size();
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unsigned int j= archive.size();
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unsigned int i = _pop.size();
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unsigned int j = archive.size();
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double tmp=0;
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std::vector< std::list<double> > matrice(i+j);
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if (i+j>0) {
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for (unsigned k=0; k<i+j-1; k++) {
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for (unsigned l=k+1; l<i+j; l++) {
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if (i+j>0)
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{
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for (unsigned k=0; k<i+j-1; k++)
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{
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for (unsigned l=k+1; l<i+j; l++)
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{
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if ( (k<i) && (l<i) )
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tmp=distance(_pop[k], _pop[l]);
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else if ( (k<i) && (l>=i) )
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tmp=distance(_pop[k], archive[l-i]);
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else
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tmp=distance(archive[k-i], archive[l-i]);
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matrice[k].push_back(tmp);
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matrice[l].push_back(tmp);
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}
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@ -118,22 +122,30 @@ public:
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}
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for (unsigned int k=0; k<i+j; k++)
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matrice[k].sort();
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for (unsigned int k=0; k<i; k++)
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_pop[k].diversity(-1*1/(2+getElement(matrice[k])));
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_pop[k].diversity(-1 * 1/(2+getElement(matrice[k])));
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for (unsigned int k=i; k<i+j; k++)
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archive[k-i].diversity(-1*1/(2+getElement(matrice[k])));
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archive[k-i].diversity(-1 * 1/(2+getElement(matrice[k])));
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}
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/**
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* @warning NOT IMPLEMENTED, DOES NOTHING !
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* Updates the diversity values of the whole population _pop by taking the deletion of the objective vector _objVec into account.
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* @param _pop the population
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* @param _objVec the objective vector
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* @warning NOT IMPLEMENTED, DOES NOTHING !
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*/
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void updateByDeleting(eoPop < MOEOT > & _pop, ObjectiveVector & _objVec)
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{
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//not yet implemented
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std::cout << "WARNING : updateByDeleting not implemented in moeoNearestNeighborDiversityAssignment" << std::endl;
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}
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private:
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/** Distance */
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moeoDistance <MOEOT, double>& distance;
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moeoDistance <MOEOT, double> & distance;
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/** Default distance */
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moeoEuclideanDistance < MOEOT > defaultDistance;
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/** Archive */
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@ -143,16 +155,17 @@ private:
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/** the index corresponding to k for search the k-ieme nearest neighbor */
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unsigned int index;
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/**
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* Return the index-ieme element of the list _myList
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* Return the index-th element of the list _myList
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* @param _myList the list which contains distances
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*/
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double getElement(std::list<double> _myList) {
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double getElement(std::list<double> _myList)
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{
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std::list<double>::iterator it= _myList.begin();
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for (unsigned int i=1; i< std::min(_myList.size(),index); i++)
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it++;
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return *it;
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}
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};
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