NICE_VisLearning/classifier/vclassifier/VCCrossGeneralization.h

/** 
* @file VCCrossGeneralization.h
* @brief Combination of Classifiers
* @author Erik Rodner
* @date 12/05/2007

*/
#ifndef VCCrossGeneralizationINCLUDE
#define VCCrossGeneralizationINCLUDE

#ifdef NICE_USELIB_ICE
 
#include "VCLearnFromSC.h"

#ifdef NICE_USELIB_ICE
#include "VCSimpleGaussian.h"
#endif
#include "VCNearestNeighbour.h"
#include "core/basics/Config.h"


namespace OBJREC {

/** Combination of Classifiers */
class VCCrossGeneralization : public VCLearnFromSC
{

    protected:
	bool useVotingNormalization;

	VCSimpleGaussian gauss;

	VCNearestNeighbour nnclassifier;

	bool simpleGaussianFinished;
	
	void normalizeVotings ( NICE::Vector & v ) const;

    public:
  
	/** simple constructor */
	VCCrossGeneralization (const NICE::Config *conf);
      
	/** simple destructor */
	virtual ~VCCrossGeneralization();
 
	/** classify using simple vector */

	virtual ClassificationResult classify ( const NICE::Vector & x ) const;

	virtual void preTeach ( const LabeledSetVector & teachSet );

	virtual void teach ( const LabeledSetVector & teachSet );

	virtual void finishTeaching();

	void restore ( std::istream & is, int format = 0 );

	void store ( std::ostream & is, int format = 0 ) const;

	void clear ();
    
};


} // namespace

#endif

#endif