📄 eoranking.h
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/** -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*- ----------------------------------------------------------------------------- eoRanking.h (c) Maarten Keijzer, Marc Schoenauer, 2001 This library is free software; you can redistribute it and/or modify it under the terms of the GNU Lesser General Public License as published by the Free Software Foundation; either version 2 of the License, or (at your option) any later version. This library is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU Lesser General Public License for more details. You should have received a copy of the GNU Lesser General Public License along with this library; if not, write to the Free Software Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA Contact: todos@geneura.ugr.es, http://geneura.ugr.es Marc.Schoenauer@polytechnique.fr mkeijzer@dhi.dk *///-----------------------------------------------------------------------------#ifndef eoRanking_h#define eoRanking_h#include <eoPerf2Worth.h>/** An instance of eoPerfFromWorth * COmputes the ranked fitness: fitnesses range in [m,M] * with m=2-pressure/popSize and M=pressure/popSize. * in between, the progression depstd::ends on exponent (linear if 1). */template <class EOT>class eoRanking : public eoPerf2Worth<EOT> // false: do not cache fitness{public: using eoPerf2Worth<EOT>::value; /* Ctor: @param _p selective pressure (in (1,2] @param _e exponent (1 == linear) */ eoRanking(double _p=2.0, double _e=1.0): pressure(_p), exponent(_e) {} /* helper function: finds index in _pop of _eo, an EOT * */ int lookfor(const EOT *_eo, const eoPop<EOT>& _pop) { typename eoPop<EOT>::const_iterator it; for (it=_pop.begin(); it<_pop.end(); it++) { if (_eo == &(*it)) return it-_pop.begin(); } throw std::runtime_error("Not found in eoLinearRanking"); } /* COmputes the ranked fitness: fitnesses range in [m,M] with m=2-pressure/popSize and M=pressure/popSize. in between, the progression depstd::ends on exponent (linear if 1). */ virtual void operator()(const eoPop<EOT>& _pop) { std::vector<const EOT *> rank; _pop.sort(rank); unsigned pSize =_pop.size(); unsigned int pSizeMinusOne = pSize-1; if (pSize <= 1) throw std::runtime_error("Cannot do ranking with population of size <= 1"); // value() refers to the std::vector of worthes (we're in an eoParamvalue) value().resize(pSize); double beta = (2-pressure)/pSize; if (exponent == 1.0) // no need for exponetial then { double alpha = (2*pressure-2)/(pSize*pSizeMinusOne); for (unsigned i=0; i<pSize; i++) { int which = lookfor(rank[i], _pop); value()[which] = alpha*(pSize-i)+beta; // worst -> 1/[P(P-1)/2] } } else // exponent != 1 { double gamma = (2*pressure-2)/pSize; for (unsigned i=0; i<pSize; i++) { int which = lookfor(rank[i], _pop); // value in in [0,1] double tmp = ((double)(pSize-i))/pSize; // to the exponent, and back to [m,M] value()[which] = gamma*pow(tmp, exponent)+beta; } } } private: double pressure; // selective pressure double exponent;};#endif
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