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) 2007-2009 Soeren Sonnenburg 00008 * Copyright (C) 2007-2009 Fraunhofer Institute FIRST and Max-Planck-Society 00009 */ 00010 00011 #ifndef _LPBOOST_H___ 00012 #define _LPBOOST_H___ 00013 00014 #include "lib/config.h" 00015 #ifdef USE_CPLEX 00016 00017 #include <stdio.h> 00018 #include "lib/common.h" 00019 #include "lib/DynamicArray.h" 00020 00021 #include "features/Features.h" 00022 #include "features/SparseFeatures.h" 00023 #include "classifier/LinearClassifier.h" 00024 00025 namespace shogun 00026 { 00048 #define IGNORE_IN_CLASSLIST 00049 IGNORE_IN_CLASSLIST class CLPBoost : public CLinearClassifier 00050 { 00051 public: 00052 CLPBoost(); 00053 virtual ~CLPBoost(); 00054 00063 virtual bool train(CFeatures* data=NULL); 00064 00065 inline virtual EClassifierType get_classifier_type() 00066 { 00067 return CT_LPBOOST; 00068 } 00069 00070 bool init(int32_t num_vec); 00071 void cleanup(); 00072 00077 virtual inline void set_features(CDotFeatures* feat) 00078 { 00079 if (feat->get_feature_class() != C_SPARSE || 00080 feat->get_feature_type() != F_DREAL) 00081 SG_ERROR("LPBoost requires SPARSE REAL valued features\n"); 00082 00083 CLinearClassifier::set_features(feat); 00084 } 00085 00092 inline void set_C(float64_t c_neg, float64_t c_pos) { C1=c_neg; C2=c_pos; } 00093 00094 inline float64_t get_C1() { return C1; } 00095 inline float64_t get_C2() { return C2; } 00096 00097 inline void set_bias_enabled(bool enable_bias) { use_bias=enable_bias; } 00098 inline bool get_bias_enabled() { return use_bias; } 00099 00100 inline void set_epsilon(float64_t eps) { epsilon=eps; } 00101 inline float64_t get_epsilon() { return epsilon; } 00102 00103 float64_t find_max_violator(int32_t& max_dim); 00104 00106 inline virtual const char* get_name() const { return "LPBoost"; } 00107 00108 protected: 00109 float64_t C1; 00110 float64_t C2; 00111 bool use_bias; 00112 float64_t epsilon; 00113 00114 float64_t* u; 00115 CDynamicArray<int32_t>* dim; 00116 00117 int32_t num_sfeat; 00118 int32_t num_svec; 00119 TSparse<float64_t>* sfeat; 00120 00121 }; 00122 } 00123 #endif //USE_CPLEX 00124 #endif //_LPBOOST_H___