InverseMultiQuadricKernel.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 Abhinav Maurya
 * Copyright (C) 2007-2011 Fraunhofer Institute FIRST and Max-Planck-Society
 * Copyright (C) 2011 Indian Institute of Technology Bombay
 */

#include <shogun/lib/config.h>

#ifndef INVERSEMULTIQUADRIC_H_
#define INVERSEMULTIQUADRIC_H_

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

namespace shogun
{

class CDistance;
class CInverseMultiQuadricKernel: public CKernel
{
public:
    CInverseMultiQuadricKernel();

    CInverseMultiQuadricKernel(int32_t cache, float64_t coef, CDistance* dist);

    CInverseMultiQuadricKernel(CFeatures *l, CFeatures *r, float64_t coef, CDistance* dist);

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

    inline virtual EKernelType get_kernel_type() { return K_INVERSEMULTIQUADRIC; }

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

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

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

    inline float64_t get_coef() { return this->coef; }

    inline void set_coef(float64_t value) { this->coef = value; }

    virtual ~CInverseMultiQuadricKernel();

protected:

    CDistance* distance;

    float64_t coef;

    virtual float64_t compute(int32_t idx_a, int32_t idx_b);

    virtual void load_serializable_post() throw (ShogunException);

private:

    void init();
};

}

#endif /* INVERSEMULTIQUADRIC_H_ */