PowerKernel.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) 2011 Jakub Jirku
 * Copyright (C) 2007-2011 Fraunhofer Institute FIRST and Max-Planck-Society
 */

#include <shogun/lib/config.h>

#ifndef POWERKERNEL_H_
#define POWERKERNEL_H_

#include <shogun/lib/common.h>
#include <shogun/kernel/Kernel.h>
#include <shogun/distance/Distance.h>

namespace shogun
{

class CDistance;

class CPowerKernel: public CKernel
{
public:
    CPowerKernel();

    CPowerKernel(int32_t cache, float64_t degree, CDistance* dist);

    CPowerKernel(CFeatures *l, CFeatures *r, float64_t degree, CDistance* dist);

    virtual bool init(CFeatures* l, CFeatures* r);

    virtual EKernelType get_kernel_type() { return K_POWER; }

    virtual EFeatureType get_feature_type() { return distance->get_feature_type(); }

    virtual EFeatureClass get_feature_class() { return distance->get_feature_class(); }

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

    virtual ~CPowerKernel();

protected:
    virtual float64_t compute(int32_t idx_a, int32_t idx_b);

private:
    void init();

protected:

    CDistance* distance;

    float64_t m_degree;
};
}

#endif /* POWERKERNEL_H_ */