Clustering by MATLAB GA tool box

This program creates clusters by GA tool box
2,2K Downloads
Aktualisiert 24. Mär 2014

Lizenz anzeigen

unzip the folder 'mk'and run test1.m which clusters random sample od 10,000 two dimension data into 5 clusters by K emans algorithm.
*************
clear;
clc;
% x is the vector of centroids of the cluser gropr. x(1),x(2) coordinates
% of first cluster and so on.so if no of clusters id k the dimension of x
% is 2*k
data=rand(10000,2);
% random data to be grouped as clusters
k=5;
save data
save k
options = gaoptimset('PopulationSize', 50,'Generations', 500,'StallGenLimit',500,'TimeLimit', 2000,'StallTimeLimit', 2000,'PlotFcns', {@gaplotbestf,@gaplotbestindiv});
[x F]=ga(@clust1,2*k,options)
% x=rand(1,10);
[F s1]=clust1(x);
pause;
close('Genetic Algorithm')
aa1=find(s1==1);
x1=data(aa1',1);
y1=data(aa1',2);
aa2=find(s1==2);
x2=data(aa2',1);
y2=data(aa2',2);
aa3=find(s1==3);
x3=data(aa3',1);
y3=data(aa3',2);
aa4=find(s1==4);
x4=data(aa4',1);
y4=data(aa4',2);
aa5=find(s1==5);
x5=data(aa5',1);
y5=data(aa5',2);
cx1=x([1 3 5 7 9]);
cy1=x([1 3 5 7 9]+1);
plot(x1,y1,'*',x2,y2,'+ ',x3,y3,'s ',x4,y4,'. ',x5,y5,'v ');
hold on
plot(cx1,cy1,'kd');
% each cluster is chown is different colors and symbols, the centroids are pointed as dimond

Zitieren als

RMS Danaraj (2024). Clustering by MATLAB GA tool box (https://www.mathworks.com/matlabcentral/fileexchange/46008-clustering-by-matlab-ga-tool-box), MATLAB Central File Exchange. Abgerufen .

Kompatibilität der MATLAB-Version
Erstellt mit R14SP3
Kompatibel mit allen Versionen
Plattform-Kompatibilität
Windows macOS Linux
Tags Tags hinzufügen

Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!
Version Veröffentlicht Versionshinweise
1.0.0.0