oa做软件还是网站,南京html5响应式网站建设,公司没注册可以做网站吗,鞋服外包加工网1、Kmeans的原理如下#xff1a;
#xff08;1#xff09;首先选取样本中任一数据点作为第一个聚类中心#xff1b;
#xff08;2#xff09;计算样本每一个数据点至现所有聚类中心的最近距离#xff0c;并记录下来#xff1b;
#xff08;3#xff09;逐一挑选所…1、Kmeans的原理如下
1首先选取样本中任一数据点作为第一个聚类中心
2计算样本每一个数据点至现所有聚类中心的最近距离并记录下来
3逐一挑选所有数据点最近距离之中的最大值即最远距离最大值对应的数据点为待求聚类中心
4剔除已选为聚类中心的样本点重新计算2、3步骤得到指定的最终的聚类中心点数。
2、实现结果如下 注当噪点太多时初始K个聚类中心的计算会出现偏差从而导致整个聚类结果出现偏差。
3、原始数据读入格式如下
点号-X坐标-Y坐标非此格式的数据无法正常读入程序会报错 4、根据Kmeans选择k个初始聚类中心的Kmeans聚类算法整体代码如下
//Kmeans.cpp文件
#include Kmeans.hKmeans::Kmeans(QWidget *parent): QWidget(parent)
{start false;//dd blank;dd to2K;ui.setupUi(this);connect(ui.pushButton, SIGNAL(clicked()), this, SLOT(onBtReadData()));connect(ui.pushButton_2, SIGNAL(clicked()), this, SLOT(onBtCalKmeans()));connect(ui.pushButton_3, SIGNAL(clicked()), this, SLOT(onBtReadK()));
}void Kmeans::onBtReadData()
{K ui.lineEdit-text().toInt();p.clear();//打开文件对话框QString fileName QFileDialog::getOpenFileName(this, tr(打开));QFile file(fileName);bool isOpen 1;if (!file.open(QIODevice::ReadOnly | QIODevice::Text)){isOpen 0;QMessageBox::StandardButton btnValue QMessageBox::information(this, tr(提示), tr(打开失败));}//逐行读取文本文件QTextStream stream(file);while (!stream.atEnd()){Pointp pt;QString str stream.readLine();QStringList list str.split(,);pt.no list.at(0);pt.x list.at(1).toDouble();pt.y list.at(2).toDouble();p.push_back(pt);}file.close();//判断是否读取完毕if (stream.atEnd()isOpen){QMessageBox box;box.setText(数据读取完毕);box.exec();}
}void Kmeans::onBtReadK()
{QString fileName QFileDialog::getOpenFileName(this, tr(打开));QFile file(fileName);bool isOpen 1;if (!file.open(QIODevice::ReadOnly | QIODevice::Text)){isOpen 0;QMessageBox::StandardButton btnValue QMessageBox::information(this, tr(提示), tr(打开失败));}QTextStream stream(file);while (!stream.atEnd()){QString str stream.readLine();QStringList list str.split(,);Pointp k1;k1.no list.at(0);k1.x list.at(1).toDouble();k1.y list.at(2).toDouble();k.push_back(k1);}//判断是否读取完毕if (stream.atEnd() isOpen){QMessageBox box;box.setText(数据读取完毕);box.exec();}dd readK;
}void Kmeans::toK()
{//随机选取k个初始聚类中心for (int i 0; i K; i){Pointp k1;k1.no i 1;k1.x p.at(i).x;k1.y p.at(i).y;k.push_back(k1);}
}int Kmeans::onBtCalKmeans()
{K ui.lineEdit-text().toInt();if (S.size()p.size()S.size()){QMessageBox box;box.setText(已经计算完成);box.exec();return 0;}//if (dd to2K)//{// toK();//}CalK();CalDis();//SCalcentroid();//用到S,得dis//CKmeans();//用到dis得new k.int iCount 0;while (iCount K){if (dis.size()){for (int i 0; i k.size(); i){for (int j 0; j dis.size(); j){if (k.at(i).no dis.at(j).noK){//qDebug() k: k.at(i).no k.at(i).x k.at(i).y;//qDebug() dis: dis.at(i).noK.toInt() dis.at(j).sx dis.at(j).syendl;double detaX k.at(i).x - dis.at(j).sx;double detaY k.at(i).y - dis.at(j).sy;double sk sqrt(detaX * detaX detaY * detaY);//qDebug() sk;if (sk 0){iCount;}else{CKmeans();}}}}}dis.clear();S.clear();CalDis();Calcentroid();}start true;qDebug() S S.size();drawPoint();//drawK();QMessageBox box;box.setText(计算完成);box.exec();qDebug() k k.size();//for (int i 0; i S.size(); i)//{// qDebug() S: S.at(i).no S.at(i).noK;//}return 1;
}Kmeans::~Kmeans()
{}//计算质心
void Kmeans::Calcentroid()
{centroid s;for (int i 0; i k.size(); i){s.sx 0; s.sy 0; int iCt 0;for (int j 0; j S.size(); j){if (k.at(i).no S.at(j).noK){s.sx s.sx S.at(j).x;s.sy s.sy S.at(j).y;iCt;}}s.noK k.at(i).no;s.sx s.sx / iCt;s.sy s.sy / iCt;dis.push_back(s);}
}//计算每个对象至聚类中心的距离
void Kmeans::CalDis()
{for (int i 0; i p.size(); i){double s0 0; QString no; Dis ss; int t 0;double x1 p.at(i).x;double y1 p.at(i).y;//double x k.at(0).x;//double y k.at(0).y;//s0 sqrt((x1 - x) * (x1 - x) (y1 - y) * (y1 - y));for (int j 0; j k.size(); j){double x2 k.at(j).x;double y2 k.at(j).y;double s1 sqrt((x1 - x2) * (x1 - x2) (y1 - y2) * (y1 - y2));t;if (t 1){s0 s1;no k.at(j).no;}if (s1 s0){s0 s1;no k.at(j).no;}}ss.s s0;ss.no p.at(i).no;ss.x p.at(i).x;ss.y p.at(i).y;ss.noK no;S.push_back(ss);}}//将新的质心坐标赋值给k
void Kmeans::CKmeans()
{for (int i 0; i k.size(); i){for (int j 0; j dis.size(); j){if (k.at(i).no dis.at(j).noK){k.at(i).x dis.at(j).sx;k.at(i).y dis.at(j).sy;}}}
}//绘图函数
void Kmeans::drawPoint()
{QPicture pp;pp.setBoundingRect(ui.label_2-rect());QPainter painterP(pp);QPen pen;painterP.setRenderHint(QPainter::Antialiasing, true);Pointp p1;p1.no p.at(0).no;p1.x p.at(0).x;p1.y p.at(0).y;for (int i 1; i p.size(); i){if (p1.x p.at(i).x){p1.x p.at(i).x;}if (p1.y p.at(i).y){p1.y p.at(i).y;}}double xmin p1.x;double ymin p1.y;for (int i 1; i p.size(); i){if (p1.x p.at(i).x){p1.x p.at(i).x;}if (p1.y p.at(i).y){p1.y p.at(i).y;}}double xmax p1.x;double ymax p1.y;int wui.label_2-width();int hui.label_2-height();double a w/(xmax -xmin);double b1 h/(ymax -ymin);for (int i 0; i k.size(); i){int r qrand() % 256;int g qrand() % 256;int b qrand() % 256;QColor color QColor(r, g, b);for (int j 0; j S.size(); j){if (k.at(i).no S.at(j).noK){pen.setColor(color);painterP.setPen(pen);int radius 5;double x S.at(j).x;double y S.at(j).y;x (x - xmin)*a;y (y - ymin)*b1;painterP.drawEllipse(x - radius, y - radius, radius * 2, radius * 2);}}}ui.label_2-setPicture(pp);
}void Kmeans::CalK()
{k.push_back(p.at(0));CalDistance();while (k.size() ! K){qDebug() k.size() k.at(k.size() - 1).no;S.clear();CalDistance();for (auto val : k){qDebug() CalK.k1 val.no val.x val.y;}std::vectorPointp vk; int t3 k.size();while (vk.size() ! t3){Pointp p9 k.at(0); int t2 0;for (int i 1; i k.size(); i){Pointp p2 k.at(i);if (p9.no.toInt() k.at(i).no.toInt()){p9 k.at(i);t2 i;}}k.erase(k.begin() t2);//删除下标为t2的元素;vk.push_back(p9);}for (int i vk.size() - 1; i 0; i--){k.push_back(vk.at(i));}for (auto val : k){qDebug() CalK.k val.no val.x val.y;}int cv 1;for (auto val : k){S.erase(S.begin() (val.no.toInt() - cv));//删除下标为val.number的元素;cv;}double s0 0;Pointp kk;kk { 0,0,0 };for (auto valS : S){if (s0 valS.s){s0 valS.s;kk.no valS.no;kk.x valS.x;kk.y valS.y;}}k.push_back(kk);}int count 1;for (auto val : k){val.no count;count;//qDebug() val.no val.x val.y;}
}void Kmeans::drawK()
{QPicture pp;pp.setBoundingRect(ui.label_2-rect());QPainter painterP(pp);QPen pen;painterP.setRenderHint(QPainter::Antialiasing, true);Pointp p1;p1.no p.at(0).no;p1.x p.at(0).x;p1.y p.at(0).y;for (int i 1; i p.size(); i){if (p1.x p.at(i).x){p1.x p.at(i).x;}if (p1.y p.at(i).y){p1.y p.at(i).y;}}double xmin p1.x;double ymin p1.y;for (int i 1; i p.size(); i){if (p1.x p.at(i).x){p1.x p.at(i).x;}if (p1.y p.at(i).y){p1.y p.at(i).y;}}double xmax p1.x;double ymax p1.y;int w ui.label_2-width();int h ui.label_2-height();double a w / (xmax - xmin);double b1 h / (ymax - ymin);QColor color QColor(123,223,46);for (int i 0; i k.size(); i){pen.setColor(color);pen.setWidth(3);painterP.setPen(pen);int radius 10;double x k.at(i).x;double y k.at(i).y;x (x - xmin) * a;y (y - ymin) * b1;painterP.drawEllipse(x - radius, y - radius, radius * 2, radius * 2);}ui.label_2-setPicture(pp);
}void Kmeans::CalDistance()
{Dis ss;for (auto valP : p){double s0 0; int c 1;double x1 valP.x;double y1 valP.y;for (auto valK : k){double x2 valK.x;double y2 valK.y;x2 x2 - x1;y2 y2 - y1;double s sqrt(x2 * x2 y2 * y2);if (c 1){s0 s;ss.no valP.no;ss.noK valK.no;ss.x valP.x;ss.y valP.y;ss.s s;c;}if (s0 0){ss.no valP.no;ss.noK valK.no;ss.x valP.x;ss.y valP.y;ss.s s;break;}if (s s0){s0 s;ss.no valP.no;ss.noK valK.no;ss.x valP.x;ss.y valP.y;ss.s s;}}S.push_back(ss);}
}
#pragma once#include QtWidgets/QWidget
#include ui_Kmeans.h
#includeQFileDialog
#includeQFile
#includeQMessageBox
#includeQTextStream
#includevector
#pragma execution_character_set(UTF-8)
#includeqDebug
#includeQPainter
#includeQColor
#includeQColorDialog
#includeQPicture
#include algorithmstruct Pointp
{double x;double y;QString no;
};struct Dis
{double x;double y;QString no;QString noK;double s;
};struct centroid
{QString noK;double sx;double sy;
};enum Pd
{readK,to2K,blank
};class Kmeans : public QWidget
{Q_OBJECTpublic:Kmeans(QWidget *parent nullptr);~Kmeans();public slots:void onBtReadData();int onBtCalKmeans();void onBtReadK();public:std::vectorPointp p;//原始数据点std::vectorPointp k;//各簇质心坐标int K;std::vectorDis S;std::vectorcentroid dis;bool start;Pd dd;public:void Calcentroid();void CKmeans();void CalDis();void drawPoint();void CalK();void drawK();void toK();void CalDistance();private:Ui::KmeansClass ui;
};
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