MKLRegression.h

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/*
 * This program is free software; you can redistribute it and/or modify
 * it under the terms of the GNU General Public License as published by
 * the Free Software Foundation; either version 3 of the License, or
 * (at your option) any later version.
 *
 * Written (W) 2009 Soeren Sonnenburg
 * Copyright (C) 2009 Fraunhofer Institute FIRST and Max-Planck-Society
 */
#ifndef __MKLREGRESSION_H__
#define __MKLREGRESSION_H__

#include <shogun/lib/common.h>
#include <shogun/classifier/mkl/MKL.h>

namespace shogun
{
class CMKLRegression : public CMKL
{
    public:
        MACHINE_PROBLEM_TYPE(PT_REGRESSION);

        CMKLRegression(CSVM* s=NULL);

        virtual ~CMKLRegression();

        virtual float64_t compute_sum_alpha();

    protected:
        virtual void init_training();

        virtual inline EMachineType get_classifier_type() { return CT_MKLREGRESSION; }

        virtual float64_t compute_mkl_dual_objective();
};
}
#endif //__MKLREGRESSION_H__