SHOGUN
v1.1.0
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00001 /* 00002 * This program is free software; you can redistribute it and/or modify 00003 * it under the terms of the GNU General Public License as published by 00004 * the Free Software Foundation; either version 3 of the License, or 00005 * (at your option) any later version. 00006 * 00007 * Written (W) 2011 Miguel Angel Bautista 00008 * Copyright (C) 2011 Berlin Institute of Technology and Max Planck Society 00009 */ 00010 00011 #include <shogun/lib/common.h> 00012 #include <shogun/io/SGIO.h> 00013 #include <shogun/distance/AttenuatedEuclidianDistance.h> 00014 #include <shogun/features/Features.h> 00015 #include <shogun/features/SimpleFeatures.h> 00016 00017 using namespace shogun; 00018 00019 CAttenuatedEuclidianDistance::CAttenuatedEuclidianDistance() : CRealDistance() 00020 { 00021 init(); 00022 } 00023 00024 CAttenuatedEuclidianDistance::CAttenuatedEuclidianDistance(CSimpleFeatures<float64_t>* l, CSimpleFeatures<float64_t>* r) 00025 : CRealDistance() 00026 { 00027 init(); 00028 init(l, r); 00029 } 00030 00031 CAttenuatedEuclidianDistance::~CAttenuatedEuclidianDistance() 00032 { 00033 cleanup(); 00034 } 00035 00036 bool CAttenuatedEuclidianDistance::init(CFeatures* l, CFeatures* r) 00037 { 00038 CRealDistance::init(l, r); 00039 return true; 00040 } 00041 00042 void CAttenuatedEuclidianDistance::cleanup() 00043 { 00044 } 00045 00046 float64_t CAttenuatedEuclidianDistance::compute(int32_t idx_a, int32_t idx_b) 00047 { 00048 int32_t alen, blen; 00049 bool afree, bfree; 00050 float64_t result=0; 00051 00052 float64_t* avec=((CSimpleFeatures<float64_t>*) lhs)-> 00053 get_feature_vector(idx_a, alen, afree); 00054 float64_t* bvec=((CSimpleFeatures<float64_t>*) rhs)-> 00055 get_feature_vector(idx_b, blen, bfree); 00056 ASSERT(alen==blen); 00057 00058 for (int32_t i=0; i<alen; i++) 00059 result+=(CMath::abs(avec[i])*CMath::abs(bvec[i]))*CMath::pow(avec[i] - bvec[i],2); 00060 00061 ((CSimpleFeatures<float64_t>*) lhs)->free_feature_vector(avec, idx_a, afree); 00062 ((CSimpleFeatures<float64_t>*) rhs)->free_feature_vector(bvec, idx_b, bfree); 00063 00064 if (disable_sqrt) 00065 return result; 00066 00067 return CMath::sqrt(result); 00068 } 00069 00070 void CAttenuatedEuclidianDistance::init() 00071 { 00072 disable_sqrt=false; 00073 00074 m_parameters->add(&disable_sqrt, "disable_sqrt", "If sqrt shall not be applied."); 00075 }