KRR.h

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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) 2006 Mikio L. Braun
00008  * Written (W) 1999-2009 Soeren Sonnenburg
00009  * Copyright (C) 1999-2009 Fraunhofer Institute FIRST and Max-Planck-Society
00010  */
00011 
00012 #ifndef _KRR_H__
00013 #define _KRR_H__
00014 
00015 #include "lib/config.h"
00016 #include "regression/Regression.h"
00017 
00018 #ifdef HAVE_LAPACK
00019 
00020 #include "kernel/KernelMachine.h"
00021 
00052 class CKRR : public CKernelMachine
00053 {
00054     public:
00056         CKRR();
00057 
00064         CKRR(float64_t tau, CKernel* k, CLabels* lab);
00065         virtual ~CKRR();
00066 
00071         inline void set_tau(float64_t t) { tau = t; };
00072 
00077         virtual bool train();
00078 
00084         virtual CLabels* classify(CLabels* output=NULL);
00085 
00091         virtual float64_t classify_example(int32_t num);
00092 
00098         virtual bool load(FILE* srcfile);
00099 
00105         virtual bool save(FILE* dstfile);
00106 
00111         inline virtual EClassifierType get_classifier_type()
00112         {
00113             return CT_KRR;
00114         }
00115 
00117         inline virtual const char* get_name() const { return "KRR"; }
00118 
00119     private:
00121         float64_t *alpha;
00123         float64_t tau;
00124 };
00125 
00126 #endif /* HAVE_LAPACK */
00127 
00128 #endif

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