lineardiscriminanttraining.h

线形判别分析算法和knn最近邻算法的实现

// LinearDiscriminantTraining.h: interface for the LinearDiscriminantTraining class.
//
//////////////////////////////////////////////////////////////////////

#if !defined(AFX_LINEARDISCRIMINANTTRAINING_H__2E8F0198_FA0C_4968_9C56_E00E2BA96CA0__INCLUDED_)
#define AFX_LINEARDISCRIMINANTTRAINING_H__2E8F0198_FA0C_4968_9C56_E00E2BA96CA0__INCLUDED_

#if _MSC_VER > 1000
#pragma once
#endif // _MSC_VER > 1000
#include <vector>
#include <iostream>
#include <fstream>
using namespace std;

class LinearDiscriminantTraining  
{
public:
	LinearDiscriminantTraining();
	int TrainingProcedure();
	double TestingProcedure();
	virtual ~LinearDiscriminantTraining();
	ofstream classResult;
protected:
    int TrainingSingleClass(vector < vector<double> >& trainingGroup,int class_sign,vector < double >& w);
	int TestingSingleClass(vector < vector<double> >& trainingGroup,int class_sign);
	int FeatureVectorProcess();
    vector < vector< double > >trainingGroup0;
	vector < vector< double > >trainingGroup1;
	vector < vector< double > >trainingGroup4;
	vector < vector< double > >trainingGroup5;
	vector < vector< double > >trainingGroup6;
	vector < vector< double > >trainingGroup7;
	vector < vector< double > >trainingGroup8;
	vector < vector< double > >trainingGroup9;
    vector < vector< double > >testGroup0;
	vector < vector< double > >testGroup1;
	vector < vector< double > >testGroup4;
	vector < vector< double > >testGroup5;
	vector < vector< double > >testGroup6;
	vector < vector< double > >testGroup7;
	vector < vector< double > >testGroup8;
	vector < vector< double > >testGroup9;
	vector < double >w0;
	vector < double >w1;
	vector < double >w4;
	vector < double >w5;
	vector < double >w6;
	vector < double >w7;
	vector < double >w8;
	vector < double >w9;
};

#endif // !defined(AFX_LINEARDISCRIMINANTTRAINING_H__2E8F0198_FA0C_4968_9C56_E00E2BA96CA0__INCLUDED_)