eoDistance.h

00001 // -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*-
00002 
00003 //-----------------------------------------------------------------------------
00004 // eoDistance.h
00005 // (c) GeNeura Team, 1998, Marc Schoenauer 2001
00006 /* 
00007     This library is free software; you can redistribute it and/or
00008     modify it under the terms of the GNU Lesser General Public
00009     License as published by the Free Software Foundation; either
00010     version 2 of the License, or (at your option) any later version.
00011 
00012     This library is distributed in the hope that it will be useful,
00013     but WITHOUT ANY WARRANTY; without even the implied warranty of
00014     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU
00015     Lesser General Public License for more details.
00016 
00017     You should have received a copy of the GNU Lesser General Public
00018     License along with this library; if not, write to the Free Software
00019     Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA  02111-1307  USA
00020 
00021     Contact: todos@geneura.ugr.es, http://geneura.ugr.es
00022              Marc.Schoenauer@polytechnique.fr
00023  */
00024 //-----------------------------------------------------------------------------
00025 
00026 #ifndef _eoDistance_H
00027 #define _eoDistance_H
00028 
00029 #include <eoFunctor.h>
00034 template< class EOT >
00035 class eoDistance : public eoBF<const EOT &, const EOT &, double>
00036 {};
00037 
00038 
00043 template< class EOT >
00044 class eoQuadDistance : public eoDistance<EOT>
00045 {
00046 public:
00047   double operator()(const EOT & _v1, const EOT & _v2)
00048   {
00049      double sum=0.0;
00050     for (unsigned i=0; i<_v1.size(); i++)
00051       {
00052         double r = static_cast<double> (_v1[i]) - static_cast<double> (_v2[i]);
00053         sum += r*r;
00054       }
00055     return sqrt(sum);
00056   }
00057 };
00058 
00065 template< class EOT >
00066 class eoHammingDistance : public eoDistance<EOT>
00067 {
00068 public:
00069   double operator()(const EOT & _v1, const EOT & _v2)
00070   {
00071      double sum=0.0;
00072     for (unsigned i=0; i<_v1.size(); i++)
00073       {
00074         double r = static_cast<double> (_v1[i]) - static_cast<double> (_v2[i]);
00075         sum += fabs(r);
00076       }
00077     return sum;
00078   }
00079 };
00080 
00081 /* this distance measures the difference in fitness 
00082  * I am not sure it can be of any use, though ... 
00083  * except for some testing
00084  */
00085 template< class EOT >
00086 class eoFitnessDistance : public eoDistance<EOT>
00087 {
00088 public:
00089   double operator()(const EOT & _v1, const EOT & _v2)
00090   {
00091     double d = _v1.fitness() - _v2.fitness();
00092     return sqrt(d*d);
00093   }
00094 };
00095 
00096 
00097         
00098 #endif

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