Training a multilayer Neural Network with XOR training set
Afficher commentaires plus anciens
I'm trying to understand neural networks by training one with XOR training data. If I use training data of "and" or "or" functions neural network works fine. On the other hand it does not achieve satisfactory results with XOR, although there is a hidden layer with non-linear sigmoid activation function.
Can someone take a look at the code and guide me?
Thank you
clear all;
close all;
clc;
training_set = [ 0 0 0;
0 1 1;
1 0 1;
1 1 0];
[row_set column_set] = size(training_set);
y_test = ones(row_set,1);
w = 0.01*randn(3,2); [row column]=size(w);
delta_w = ones(3,2);
v = 0.01*randn(3,1);
delta_v = ones(3,1);
z = ones(3,1);
n = 1;
iteration = 0;
while(iteration < 1000)
i = randint(1,1,[1 row_set]);
x1 = training_set(i,1);
x2 = training_set(i,2);
x = [1 ;x1 ;x2];
for h=1:1:column
z(h+1) = sigmoid(w(:,h)'*x); % Computes hidden layer
%z(h+1) = myStep(w(:,h)'*x);
end
%y = myStep(v'*z); % Computes output from hidden layer
y = sigmoid(v'*z);
delta_v = n*(training_set(i,column_set)-y)*z;
for h=1:1:column
delta_w(:,h) = n*((training_set(i,column_set)-y)*v(h+1))*z(h+1)*(1-z(h+1))*x;
end
w = delta_w + w;
v = delta_v + v;
iteration = iteration + 1;
end
for i=1:1:length(training_set)
x1 = training_set(i,1);
x2 = training_set(i,2);
x = [1 ;x1 ;x2];
for h=1:1:column
z(h+1) = sigmoid(w(:,h)'*x); % Computes hidden layer
end
if (sigmoid(v'*z) > 0.5) y_test(i) =1; else y_test(i)=0; end;
%y_test(i) = sigmoid(v'*z);
end
if (y_test == training_set(:,column_set))
'Correct match!'
else
'Non-Correct match!'
end
Réponses (1)
Selim Özel
le 3 Fév 2012
0 votes
6 commentaires
Tounfos
le 12 Mai 2020
I want help. Can I see the full code you modified?
Haslinda Hassan
le 14 Jan 2021
i need help... can u send me the full coding
FRANKLIN VACA PIÑA
le 26 Mai 2021
please, can you help me?
Ahmed Atef
le 7 Juin 2021
I need help
can you send me the full coding,please.
im a student , and i have an exam
so, i need to understand the code.
samira sorayaasa
le 3 Oct 2021
Hello I need the code as well.
Ghiordy Ferney Contreras Contreras
le 17 Juin 2022
Can you send me your code? I would like to check.
Catégories
En savoir plus sur Deep Learning Toolbox dans Centre d'aide et File Exchange
Community Treasure Hunt
Find the treasures in MATLAB Central and discover how the community can help you!
Start Hunting!