#include?“StdAfx.h“
#include????//輸入輸出流
#include?????//字符串流
#include?????//文件流
#include?????//向量
#include?
#include?
#include?
#define?k?5//簇的數目
using?namespace?std;
//存放元組的屬性信息
typedef?vector?Tuple;//存儲每條數據記錄

int?dataNum;//數據集中數據記錄數目
int?dimNum;//每條記錄的維數

//計算兩個元組間的歐幾里得距離
double?getDistXY（const?Tuple&?t1?const?Tuple&?t2）?
{
	double?sum?=?0;
	for（int?i=1;?i<=dimNum;?++i）
	{
		sum?+=?（t1[i]-t2[i]）?*?（t1[i]-t2[i]）;
	}
	return?sqrt（sum）;
}

//根據質心，決定當前元組屬于哪個簇
int?clusterOfTuple（Tuple?means[]const?Tuple&?tuple）{
	double?dist=getDistXY（means[0]tuple）;????//元組與第0簇的距離
	double?tmp;
	int?label=0;//標示屬于哪一個簇
	for（int?i=1;i		tmp=getDistXY（means[i]tuple）;???????//元組與第1簇的距離
		if（tmp	}
	return?label;	
}
//獲得給定簇集的平方誤差
double?getVar（vector?clusters[]Tuple?means[]）{???//給定簇，給定質心
	double?var?=?0;
	for?（int?i?=?0;?i?	{
		vector?t?=?clusters[i];
		for?（int?j?=?0;?j		{
			var?+=?getDistXY（t[j]means[i]）;??????//實現了誤差的公式
		}
	}
	//cout<<“sum:“<	return?var;

}
//獲得當前簇的均值（質心）
Tuple?getMeans（const?vector&?cluster）{
	
	int?num?=?cluster.size（）;
	Tuple?t（dimNum+1?0）;
	for?（int?i?=?0;?i?	{
		for（int?j=1;?j<=dimNum;?++j）
		{
			t[j]?+=?cluster[i][j];???//先把簇中第一個樣本點4個維度值全部加上
		}
	}
	for（int?j=1;?j<=dimNum;?++j）
		t[j]?/=?num;
	return?t;
	//cout<<“sum:“<}

void?print（const?vector?clusters[]）???//輸出各個簇的樣本
{
	for（int?lable=0;?lable	{
		cout<<“第“<		vector?t?=?clusters[lable];
		for（int?i=0;?i		{
			cout<			for（int?j=0;?j<=dimNum;?++j）
			{
				cout<			}
			cout<<“）\n“;
		}
	}
}

void?KMeans（vector&?tuples）{
	vector?clusters[k];//k個簇
	Tuple?means[k];//k個中心點
	int?i=0;
	//一開始隨機選取k條記錄的值作為k個簇的質心（均值）
	srand（（unsigned?int）time（NULL））;
	for（i=0;i		int?iToSelect?=?rand（）%tuples.size（）;???//實現了0～150之間隨機取數
		if（means[iToSelect].size（）?==?0）
		{
			for（int?j=0;?j<=dimNum;?++j）
			{
				means[i].push_back（tuples[iToSelect][j]）;
			}
			++i;
		}
	}
	int?lable=0;
	//根據默認的質心給簇賦值
	for（i=0;i!=tuples.size（）;++i）{
		lable=clusterOfTuple（meanstuples[i]）;
		clusters[lable].push_back（tuples[i]）;
	}
	double?oldVar=-1;
	double?newVar=getVar（clustersmeans）;
	cout<<“初始的的整體誤差平方和為：“<	int?t?=?0;
	while（abs（newVar?-?oldVar）?>=?1）?//當新舊函數值相差不到1即準則函數值不發生明顯變化時，算法終止
	{
		cout<<“第?“<<++t<<“?次迭代開始：“<		for?（i?=?0;?i?		{
			means[i]?=?getMeans（clusters[i]）;
		}
		oldVar?=?newVar;
		newVar?=?getVar（clustersmeans）;?//計算新的準則函數值
		for?（i?=?0;?i?		{
			clusters[i].clear（）;
		}
		//根據新的質心獲得新的簇
		for（i=0;?i!=tuples.size（）;?++i）{
			lable=clusterOfTuple（meanstuples[i]）;
			clusters[lable].push_back（tupl

?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----

?????文件?????151040??2016-04-24?09:48??k-means\Debug\k-means.exe

?????文件????1080228??2016-04-24?09:48??k-means\Debug\k-means.ilk

?????文件????1502208??2016-04-24?09:48??k-means\Debug\k-means.pdb

?????文件????2359296??2016-05-08?10:49??k-means\ipch\k-means-ca3ed5be\k-means-c0adf4d8.ipch

?????文件???????1562??2016-04-24?09:48??k-means\k-means\Debug\cl.command.1.tlog

?????文件???????7610??2016-04-24?09:48??k-means\k-means\Debug\CL.read.1.tlog

?????文件????????978??2016-04-24?09:48??k-means\k-means\Debug\CL.write.1.tlog

?????文件????????406??2016-04-23?14:31??k-means\k-means\Debug\k-means.exe.embed.manifest

?????文件????????472??2016-04-23?14:31??k-means\k-means\Debug\k-means.exe.embed.manifest.res

?????文件????????381??2016-04-24?09:48??k-means\k-means\Debug\k-means.exe.intermediate.manifest

?????文件?????????78??2016-04-24?09:48??k-means\k-means\Debug\k-means.lastbuildstate

?????文件???????2498??2016-04-24?09:48??k-means\k-means\Debug\k-means.log

?????文件?????562700??2016-04-24?09:48??k-means\k-means\Debug\k-means.obj

?????文件????1179648??2016-04-23?11:48??k-means\k-means\Debug\k-means.pch

?????文件????????204??2016-04-23?14:31??k-means\k-means\Debug\k-means_manifest.rc

?????文件??????????2??2016-04-24?09:48??k-means\k-means\Debug\link-cvtres.read.1.tlog

?????文件??????????2??2016-04-24?09:48??k-means\k-means\Debug\link-cvtres.write.1.tlog

?????文件??????????2??2016-04-24?09:48??k-means\k-means\Debug\link.10272-cvtres.read.1.tlog

?????文件??????????2??2016-04-24?09:48??k-means\k-means\Debug\link.10272-cvtres.write.1.tlog

?????文件??????????2??2016-04-24?09:48??k-means\k-means\Debug\link.10272.read.1.tlog

?????文件??????????2??2016-04-24?09:48??k-means\k-means\Debug\link.10272.write.1.tlog

?????文件??????????2??2016-04-24?09:48??k-means\k-means\Debug\link.11776-cvtres.read.1.tlog

?????文件??????????2??2016-04-24?09:48??k-means\k-means\Debug\link.11776-cvtres.write.1.tlog

?????文件??????????2??2016-04-24?09:48??k-means\k-means\Debug\link.11776.read.1.tlog

?????文件??????????2??2016-04-24?09:48??k-means\k-means\Debug\link.11776.write.1.tlog

?????文件???????1790??2016-04-24?09:48??k-means\k-means\Debug\link.command.1.tlog

?????文件???????3068??2016-04-24?09:48??k-means\k-means\Debug\link.read.1.tlog

?????文件???????1040??2016-04-24?09:48??k-means\k-means\Debug\link.write.1.tlog

?????文件????????412??2016-04-24?09:48??k-means\k-means\Debug\mt.command.1.tlog

?????文件????????366??2016-04-24?09:48??k-means\k-means\Debug\mt.read.1.tlog

............此處省略30個文件信息