%Code
clc
clear all;
close all;
x1=[-1 -1 1 1];
x2=[-1 1 -1 1];
t=[-1 -1 -1 1];
alpha=input('Enter the value of alpha=');
th=input('enter the threshold=');
yin=zeros(1,4);
y=zeros(1,4);
w1=0;
w2=0;
b=0;
c=1;
cnt=0;
while(c)
c=0
for i=1:4
%yin(i)=b+(x(i,1)*w1)+(x(i,2)*w2);
yin(i)=b+(x1(i)*w1)+(x2(i)*w2);
if yin(i)>th
y(i)=1;
else if yin(i)<-th
y(i)=-1;
else
y(i)=0;
end
if t(i)~=y(i)
w1=w1+(alpha*x1(i)*t(i));
w2=w2+(alpha*x2(i)*t(i));
b=b+(alpha*t(i));
c=1;
else
w1=w1;
w2=w2;
b=b;
end
end
cnt=cnt+1;
end
disp('OUTPUT MATRIX:');
disp(y);
disp('w1=');
disp(w1);
disp('w2=');
disp(w2);
disp('bias=');
disp(b);
a1=x1;
a2=x2;
a2=(-w1/w2)*a1-(b/w2);
plot(x1,x2,'*r',a1,a2);
axis([-2 2 -2 2]);
end
clc
clear all;
close all;
x1=[-1 -1 1 1];
x2=[-1 1 -1 1];
t=[-1 -1 -1 1];
alpha=input('Enter the value of alpha=');
th=input('enter the threshold=');
yin=zeros(1,4);
y=zeros(1,4);
w1=0;
w2=0;
b=0;
c=1;
cnt=0;
while(c)
c=0
for i=1:4
%yin(i)=b+(x(i,1)*w1)+(x(i,2)*w2);
yin(i)=b+(x1(i)*w1)+(x2(i)*w2);
if yin(i)>th
y(i)=1;
else if yin(i)<-th
y(i)=-1;
else
y(i)=0;
end
if t(i)~=y(i)
w1=w1+(alpha*x1(i)*t(i));
w2=w2+(alpha*x2(i)*t(i));
b=b+(alpha*t(i));
c=1;
else
w1=w1;
w2=w2;
b=b;
end
end
cnt=cnt+1;
end
disp('OUTPUT MATRIX:');
disp(y);
disp('w1=');
disp(w1);
disp('w2=');
disp(w2);
disp('bias=');
disp(b);
a1=x1;
a2=x2;
a2=(-w1/w2)*a1-(b/w2);
plot(x1,x2,'*r',a1,a2);
axis([-2 2 -2 2]);
end
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