NICE_VisLearning/math/kernels/KernelEXPHIK.h

/** 
* @file KernelEXPHIK.h
* @brief Interface for the generalized rbf kernel with HIK metric
* @author Paul Bodesheim
* @date 02/07/2013

*/
#ifndef KERNELEXPHIKINCLUDE
#define KERNELEXPHIKINCLUDE

#include "Kernel.h"
#include "KernelHIK.h"
#include "ParameterizedKernel.h"

namespace OBJREC {

/** Interface for the generalized rbf kernel with HIK metric */
class KernelEXPHIK : public KernelHIK
{

    protected:

	double gamma;

    public:
  
	/** simple constructor with HIK parameters*/
        KernelEXPHIK ( double gamma = 1.0, double alpha = 1.0, double beta = 1.0 );
        
	/** copy constructor */
	KernelEXPHIK ( const KernelEXPHIK & src );
        
        /** constructor with HIK kernel*/
        KernelEXPHIK ( const KernelHIK & src, double gamma = 1.0 );
        
	/** simple destructor */
	virtual ~KernelEXPHIK();

	/** clone this object */
	KernelEXPHIK *clone(void) const;
     
	/** compute the kernel value */
	double K (const NICE::Vector & x, const NICE::Vector & y) const;

	size_t getParameterSize () const { return 3; }; 
        
        void updateKernelData ( KernelData *kernelData ) const;

	void getKernelJacobi ( size_t parameter, const NICE::Vector & parameters, const KernelData *kernelData, NICE::Matrix & jacobiMatrix ) const;

	void setParameters( const NICE::Vector & newParameters );
	
	void getParameters( NICE::Vector & newParameters ) const;

};


} // namespace

#endif