MMDKernelSelectionCombOpt.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) 2012-2013 Heiko Strathmann
 */

#ifndef __MMDKERNELSELECTIONCOMBOPT_H_
#define __MMDKERNELSELECTIONCOMBOPT_H_

#include <shogun/lib/config.h>
#ifdef USE_GPL_SHOGUN

#include <shogun/statistics/MMDKernelSelectionComb.h>

namespace shogun
{

class CLinearTimeMMD;

class CMMDKernelSelectionCombOpt: public CMMDKernelSelectionComb
{
public:

    CMMDKernelSelectionCombOpt();

    CMMDKernelSelectionCombOpt(CKernelTwoSampleTest* mmd,
            float64_t lambda=10E-5);

    virtual ~CMMDKernelSelectionCombOpt();

    virtual SGVector<float64_t> compute_measures();

    virtual const char* get_name() const
    {
        return "MMDKernelSelectionCombOpt";
    }

private:
    void init();

protected:
    float64_t m_lambda;
};

}
#endif //USE_GPL_SHOGUN
#endif /* __MMDKERNELSELECTIONCOMBOPT_H_ */