MKLRegression.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) 2009 Soeren Sonnenburg
00008  * Copyright (C) 2009 Fraunhofer Institute FIRST and Max-Planck-Society
00009  */
00010 #ifndef __MKLREGRESSION_H__
00011 #define __MKLREGRESSION_H__
00012 
00013 #include <shogun/lib/common.h>
00014 #include <shogun/classifier/mkl/MKL.h>
00015 
00016 namespace shogun
00017 {
00025 class CMKLRegression : public CMKL
00026 {
00027     public:
00029         MACHINE_PROBLEM_TYPE(PT_REGRESSION);
00030 
00035         CMKLRegression(CSVM* s=NULL);
00036 
00039         virtual ~CMKLRegression();
00040 
00044         virtual float64_t compute_sum_alpha();
00045 
00046     protected:
00050         virtual void init_training();
00051 
00056         virtual EMachineType get_classifier_type() { return CT_MKLREGRESSION; }
00057 
00062         virtual float64_t compute_mkl_dual_objective();
00063 };
00064 }
00065 #endif //__MKLREGRESSION_H__
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