testbreastcancer.m

K-MEANS聚类算法

function [average_quantization,average_interdistance,average_intradistance,T]=TESTbreastcancer(simulation,evaluation)
tic;
QUANTIZATION=zeros(simulation,evaluation);
INTER_DISTANCE=zeros(simulation,evaluation);
INTRA_DISTANCE=zeros(simulation,evaluation);
QUANTIZATIONH=zeros(simulation,1);
INTER_DISTANCEH=zeros(simulation,1);
INTRA_DISTANCEH=zeros(simulation,1);
for i=1:simulation
   [Je,inter_distance,intra_distance]=breastcancerpso3(evaluation);
   QUANTIZATION(i,:)=Je;
   INTER_DISTANCE(i,:)=inter_distance;
   INTRA_DISTANCE(i,:)=intra_distance;
   QUANTIZATIONH(i)=QUANTIZATION(i,evaluation);
   INTER_DISTANCEH(i)=INTER_DISTANCE(i,evaluation);
   INTRA_DISTANCEH(i)=INTRA_DISTANCE(i,evaluation);
end
T=toc;
average_quantization=mean(QUANTIZATIONH);
average_interdistance=mean(INTER_DISTANCEH);
average_intradistance=mean(INTRA_DISTANCEH);