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 _LPM_H___ 00012 #define _LPM_H___ 00013 00014 #include <shogun/lib/config.h> 00015 #ifdef USE_CPLEX 00016 00017 #include <stdio.h> 00018 #include <shogun/lib/common.h> 00019 #include <shogun/features/Features.h> 00020 #include <shogun/machine/LinearMachine.h> 00021 00022 namespace shogun 00023 { 00043 class CLPM : public CLinearClassifier 00044 { 00045 public: 00046 CLPM(); 00047 virtual ~CLPM(); 00048 00049 inline virtual EClassifierType get_classifier_type() 00050 { 00051 return CT_LPM; 00052 } 00053 00058 virtual inline void set_features(CDotFeatures* feat) 00059 { 00060 if (feat->get_feature_class() != C_SPARSE || 00061 feat->get_feature_type() != F_DREAL) 00062 SG_ERROR("LPM requires SPARSE REAL valued features\n"); 00063 00064 CLinearClassifier::set_features(feat); 00065 } 00066 00073 inline void set_C(float64_t c_neg, float64_t c_pos) { C1=c_neg; C2=c_pos; } 00074 00075 inline float64_t get_C1() { return C1; } 00076 inline float64_t get_C2() { return C2; } 00077 00078 inline void set_bias_enabled(bool enable_bias) { use_bias=enable_bias; } 00079 inline bool get_bias_enabled() { return use_bias; } 00080 00081 inline void set_epsilon(float64_t eps) { epsilon=eps; } 00082 inline float64_t get_epsilon() { return epsilon; } 00083 00085 inline virtual const char* get_name() const { return "LPM"; } 00086 00087 protected: 00096 virtual bool train_machine(CFeatures* data=NULL); 00097 00098 protected: 00099 float64_t C1; 00100 float64_t C2; 00101 bool use_bias; 00102 float64_t epsilon; 00103 }; 00104 } 00105 #endif //USE_CPLEX 00106 #endif //_LPM_H___