First go, does not do niching yet
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eo/src/eoNDSorting.h
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eo/src/eoNDSorting.h
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/** -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*-
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-----------------------------------------------------------------------------
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eoNDSorting.h
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(c) Maarten Keijzer, Marc Schoenauer, 2001
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This library is free software; you can redistribute it and/or
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modify it under the terms of the GNU Lesser General Public
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License as published by the Free Software Foundation; either
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version 2 of the License, or (at your option) any later version.
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This library is distributed in the hope that it will be useful,
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but WITHOUT ANY WARRANTY; without even the implied warranty of
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MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
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Lesser General Public License for more details.
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You should have received a copy of the GNU Lesser General Public
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License along with this library; if not, write to the Free Software
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Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA
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Contact: todos@geneura.ugr.es, http://geneura.ugr.es
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Marc.Schoenauer@polytechnique.fr
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mkeijzer@dhi.dk
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*/
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//-----------------------------------------------------------------------------
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#ifndef eoNDSorting_h
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#define eoNDSorting_h
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#include <algorithm>
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#include <eoPerf2Worth.h>
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#include <eoDominanceMap.h>
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/**
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Non dominated sorting
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*/
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template <class EOT>
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class eoNDSorting : public eoPerf2Worth<EOT, double>
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{
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public :
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eoNDSorting(eoDominanceMap<EOT>& _dominanceMap, double _nicheSize) :
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eoPerf2Worth<EOT, double>(), dominanceMap(_dominanceMap), nicheSize(_nicheSize) {}
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void operator()(const eoPop<EOT>& _pop)
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{
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dominanceMap(_pop);
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vector<bool> excluded(_pop.size(), false);
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value().resize(_pop.size());
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bool finished = false;
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int dominance_level = 0;
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while(!finished)
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{
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vector<double> ranks = dominanceMap.sum_dominators();
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vector<unsigned> current_front;
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current_front.reserve(_pop.size());
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finished = true;
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for (unsigned i = 0; i < _pop.size(); ++i)
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{
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if (excluded[i])
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{
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continue; // next please
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}
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if (ranks[i] < 1e-6)
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{// it's part of the current front
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excluded[i] = true;
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current_front.push_back(i);
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dominanceMap.remove(i); // remove from consideration
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}
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else
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{
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finished = false; // we need another go
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}
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}
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// Now we have the indices to the current front in current_front, do the niching
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// As I don't have my reference text with me some homespun savagery
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ranks = dominanceMap.sum_dominants(); // how many do you dominate
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double max_rank = *std::max_element(ranks.begin(), ranks.end());
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for (unsigned i = 0; i < current_front.size(); ++i)
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{
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// punish the ones that dominate the most individuals (sounds strange huh?)
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value()[current_front[i]] = dominance_level + ranks[i] / (max_rank + 1);
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}
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dominance_level++; // go to the next front
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}
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// now all that's left to do is to transform lower rank into higher worth
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double max_fitness = *std::max_element(value().begin(), value().end());
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for (unsigned i = 0; i < value().size(); ++i)
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{
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value()[i] = max_fitness - value()[i];
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}
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}
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private :
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eoDominanceMap<EOT>& dominanceMap;
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double nicheSize;
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};
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#endif
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