fisher.m

利用Fisher分类器对数据进行分类

clear all;
load FEMALE.txt;
load MALE.txt;
FEMALE=FEMALE';  %特征为列向量
MALE=MALE';
fid=fopen('test1.txt','r');   
test1=fscanf(fid,'%f %f %c',[3,inf]);
test=test1';
fclose(fid);
FS=[0 0;0 0];
MS=[0 0;0 0];
Fmean = mean(FEMALE')';
Mmean = mean(MALE')';
figure;
for i=1:50
FS1=(FEMALE(:,i)-Fmean)*(FEMALE(:,i)-Fmean)';
MS2=(MALE(:,i)-Mmean)*(MALE(:,i)-Mmean)';
FS = FS1+FS;
MS = MS2+MS

end;
 
    SW=FS+MS;
    Sb=(Fmean-Mmean)*(Fmean-Mmean)';
w=inv(SW)*(Fmean-Mmean);
mu1=w'*Fmean;
mu2=w'*Mmean;
b=(mu1+mu2)/2;
for i=1:35
    
         if (test(i,3)==102)
         plot(test(i,1),test(i,2),'r+');
        end;
          if (test(i,3)==109)
         plot(test(i,1),test(i,2),'k*');
        end;
         hold on;
end;

x=test(:,1);
 y=(b-w(1,1)*x)/w(2,1);
plot(x,y);
title('Fisher方法求分界线');
xlabel('身高(cm)'),ylabel('体重(kg)');