using?System;
using?System.Collections.Generic;
using?System.ComponentModel;
using?System.Data;
using?System.Drawing;
using?System.Linq;
using?System.Text;

namespace?KMeansClusterConsole
{
????class?KMeansCluster
????{
????????///?

????????///?Required?designer?variable.
????????///?

????????private?static?int?k?=?4;???????????????????????//?類數，此例題為2類
????????private?static?int?total?=?25;??????????????????//?點個數
????????private?int?test?=?0;
????????private?PointF[]?unknown?=?new?PointF[total];???//?點集合
????????private?int[]?type?=?new?int[total];????????????//?每個點暫時的類??
????????public?PointF[]?z?=?new?PointF[k];??????????????//?保存新的聚類中心
????????public?PointF[]?z0?=?new?PointF[k];?????????????//?保存上一次的聚類中心
????????private?PointF?sum;
????????private?int?l?=?0;??????????????????????????????//?迭代次數

????????public?KMeansCluster（）
????????{
????????????//?初始化待分類的點集合
????????????unknown[0]?=?new?Point（0?0）;
????????????unknown[1]?=?new?Point（1?0）;
????????????unknown[2]?=?new?Point（0?1）;
????????????unknown[3]?=?new?Point（1?1）;
????????????unknown[4]?=?new?Point（2?1）;
????????????unknown[5]?=?new?Point（1?2）;
????????????unknown[6]?=?new?Point（2?2）;
????????????unknown[7]?=?new?Point（3?2）;
????????????unknown[8]?=?new?Point（6?6）;
????????????unknown[9]?=?new?Point（7?6）;
????????????unknown[10]?=?new?Point（8?6）;
????????????unknown[11]?=?new?Point（6?7）;
????????????unknown[12]?=?new?Point（7?7）;
????????????unknown[13]?=?new?Point（8?7）;
????????????unknown[14]?=?new?Point（9?7）;
????????????unknown[15]?=?new?Point（7?8）;
????????????unknown[16]?=?new?Point（8?8）;
????????????unknown[17]?=?new?Point（9?8）;
????????????unknown[18]?=?new?Point（8?9）;
????????????unknown[19]?=?new?Point（9?9）;
????????????unknown[20]?=?new?Point（15?15）;
????????????unknown[21]?=?new?Point（13?13）;
????????????unknown[22]?=?new?Point（14?16）;
????????????unknown[23]?=?new?Point（12?15）;
????????????unknown[24]?=?new?Point（17?14）;
????????????test?=?0;
????????????//選k個初始聚類中心????z[i]?????
????????????for?（int?i?=?0;?i?????????????{?z[i]?=?unknown[i];?z0[i]?=?unknown[i];?}//選擇頭兩個點作為聚類中心
????????????for?（int?i?=?0;?i?????????????????type[i]?=?0;
????????}

????????//?程序結構
????????public?void?main（）
????????{
????????????
????????????Console.WriteLine（“共有如下個未知樣本：“）;
????????????for?（int?i?=?0;?i?????????????{
????????????????Console.WriteLine（unknown[i]）;
????????????}

????????????for?（int?i?=?0;?i?????????????????Console.WriteLine（“初始時，第{0}類中心{1}“?i?z[i]）;
????????????
?????????while?（test?!=?k）//test代表迭代前后舊中心點跟新中心點相同的個數
??????????//??while?（l?!=?6）
????????????{
????????????????Console.WriteLine（“************************************“）;
????????????????test?=?0;
????????????????order（）;//進行迭代，對total個樣本根據聚類中心進行分類
????????????????for?（int?i?=?0;?i?????????????????{
???????????????????

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

?????文件???????8192??2018-04-11?16:56??KMeans\KMeansClusterConsole\bin\Debug\KMeansClusterConsole.exe

?????文件??????19968??2018-04-11?16:56??KMeans\KMeansClusterConsole\bin\Debug\KMeansClusterConsole.pdb

?????文件??????11608??2018-04-11?09:07??KMeans\KMeansClusterConsole\bin\Debug\KMeansClusterConsole.vshost.exe

?????文件???????6609??2018-04-11?17:01??KMeans\KMeansClusterConsole\KMeansCluster.cs

?????文件???????2855??2018-04-11?09:04??KMeans\KMeansClusterConsole\KMeansClusterConsole.csproj

?????文件???????5893??2018-04-11?16:56??KMeans\KMeansClusterConsole\obj\Debug\DesignTimeResolveAssemblyReferencesInput.cache

?????文件???????1082??2018-04-11?15:16??KMeans\KMeansClusterConsole\obj\Debug\KMeansClusterConsole.csproj.FileListAbsolute.txt

?????文件???????8192??2018-04-11?16:56??KMeans\KMeansClusterConsole\obj\Debug\KMeansClusterConsole.exe

?????文件??????19968??2018-04-11?16:56??KMeans\KMeansClusterConsole\obj\Debug\KMeansClusterConsole.pdb

?????文件????????332??2010-01-05?10:26??KMeans\KMeansClusterConsole\Program.cs

?????文件???????1476??2010-01-05?10:09??KMeans\KMeansClusterConsole\Properties\AssemblyInfo.cs

?????文件????????950??2018-04-11?09:04??KMeans\KMeansClusterConsole.sln

????..A..H.?????19968??2018-04-11?17:01??KMeans\KMeansClusterConsole.suo

?????文件???????1180??2018-04-11?09:04??KMeans\UpgradeLog.xml

?????文件???????3348??2018-04-11?09:04??KMeans\_UpgradeReport_Files\UpgradeReport.css

?????文件??????12505??2010-05-04?01:19??KMeans\_UpgradeReport_Files\UpgradeReport.xslt

?????文件?????????69??2018-04-11?09:04??KMeans\_UpgradeReport_Files\UpgradeReport_Minus.gif

?????文件?????????71??2018-04-11?09:04??KMeans\_UpgradeReport_Files\UpgradeReport_Plus.gif

?????目錄??????????0??2010-01-05?10:09??KMeans\KMeansClusterConsole\obj\Debug\TempPE

?????目錄??????????0??2018-04-11?15:10??KMeans\KMeansClusterConsole\bin\Debug

?????目錄??????????0??2018-04-11?09:04??KMeans\KMeansClusterConsole\bin\Release

?????目錄??????????0??2018-04-11?16:56??KMeans\KMeansClusterConsole\obj\Debug

?????目錄??????????0??2018-04-11?09:04??KMeans\KMeansClusterConsole\bin

?????目錄??????????0??2010-01-05?10:09??KMeans\KMeansClusterConsole\obj

?????目錄??????????0??2010-01-05?10:09??KMeans\KMeansClusterConsole\Properties

?????目錄??????????0??2010-01-06?10:51??KMeans\KMeansClusterConsole

?????目錄??????????0??2018-04-11?09:04??KMeans\_UpgradeReport_Files

?????目錄??????????0??2018-04-11?09:04??KMeans

-----------?---------??----------?-----??----

???????????????124266????????????????????28

............此處省略1個文件信息