Variable updation inside a for loop

1 view (last 30 days)
Niraj Reginald
Niraj Reginald on 18 May 2018
Edited: Walter Roberson on 18 May 2018

Hi all, i have written the following for loop which calculates an error through 3 set of input data. how do i update the value until the error reaches a threshold value. I want to add E3 to E1 at the start of each iteration.

%STEP 01 INITIALIZATION
k = 1;
neta = 0.2;%learning rate 
Lamda = 1;
%ActF = 1/(1+exp(-1*Lamda*Tot));%Activation Function
E = 0;%Current Error
Emax = 0;%Maximum Error
Epoch = 5000; % We will do 100 iterations for this Assignment
x = [0.3 0.4 -1;0.1 0.6 -1;0.9 0.4 -1];
t = [0.88 0.82 0.57];
A = [0.2 0.2 0.2;0.2 0.2 0.2];
Whi = A';%weights from input to hidden layer
B = [0.2 0.2 0.2];
Who = B';%%weights from hidden to output layer
WeightsO3 = Whi(:,1);
WeightsO4 = Whi(:,2);
x1  = x(1,:);
x2  = x(2,:);
x3  = x(3,:);
t1  = t(:,1);
t2  = t(:,2);
t3  = t(:,3);
E(Iter) = E;
for Iter = 1:Epoch
O3net_1stSet = x1*WeightsO3;%summation of Node 3 for 1st input
O3_1stSet=sigmf(O3net_1stSet,[1 0]);
O4net_1stSet = x1*WeightsO4;
O4_1stSet=sigmf(O4net_1stSet,[1 0]);
O5_1stSet = -1;
Hidden_Layer_Outputs = [O3_1stSet O4_1stSet O5_1stSet];
O6_1stSet = Hidden_Layer_Outputs*Who;
O6_1stSet = sigmf(O6_1stSet,[1 0]);
E1 = ((t1-O6_1stSet)^2)/2 + E3
Delta6 = O6_1stSet*(1-O6_1stSet)*(t1-O6_1stSet);
DeltaW = neta*Delta6*[O3_1stSet O4_1stSet O5_1stSet];%Weight difference input to hidden layer
Delta3 = O3_1stSet*(1-O3_1stSet)*Who(1,1)*Delta6;%Hidden Layer Weight difference update
Delta4 = O4_1stSet*(1-O4_1stSet)*Who(2,1)*Delta6;
DeltaWO3 = neta*Delta3*[x1(1,1) x1(1,2) x1(1,3)];
DeltaWO4 = neta*Delta4*[x1(1,1) x1(1,2) x1(1,3)];
Who = Who + DeltaW';
WeightsO3 = WeightsO3 + DeltaWO3';%updated weights of input to Node 3
WeightsO4 = WeightsO4 + DeltaWO4';%updated weights of input to Node 3
O3net_2ndSet = x2*WeightsO3;%summation of Node 3 for 2nd input
O3_2ndSet=sigmf(O3net_2ndSet,[1 0]);
O4net_2ndSet = x2*WeightsO4;
O4_2ndSet=sigmf(O4net_2ndSet,[1 0]);
O5_2ndSet = -1;
Hidden_Layer_Outputs = [O3_2ndSet O4_2ndSet O5_2ndSet];
O6net_2ndSet = Hidden_Layer_Outputs*Who;
O6_2ndSet = sigmf(O6net_2ndSet,[1 0]);
E2 = ((t2-O6_2ndSet)^2)/2+E1
Delta6 = O6_2ndSet*(1-O6_2ndSet)*(t2-O6_2ndSet);
DeltaW = neta*Delta6*[O3_2ndSet O4_2ndSet O5_2ndSet];%Weight difference input to hidden layer
Delta3 = O3_2ndSet*(1-O3_2ndSet)*Who(1,1)*Delta6;%Hidden Layer Weight difference update
Delta4 = O4_2ndSet*(1-O4_2ndSet)*Who(2,1)*Delta6;
DeltaWO3 = neta*Delta3*[x2(1,1) x2(1,2) x2(1,3)];
DeltaWO4 = neta*Delta4*[x2(1,1) x2(1,2) x2(1,3)];
Who = Who + DeltaW';
WeightsO3 = WeightsO3 + DeltaWO3';%updated weights of input to Node 3
WeightsO4 = WeightsO4 + DeltaWO4';%updated weights of input to Node 3
O3net_3rdSet = x3*WeightsO3;%summation of Node 3 for 2nd input
O3_3rdSet=sigmf(O3net_3rdSet,[1 0]);
O4net_3rdSet = x3*WeightsO4;
O4_3rdSet=sigmf(O4net_3rdSet,[1 0]);
O5_3rdSet = -1;
Hidden_Layer_Outputs = [O3_3rdSet O4_3rdSet O5_3rdSet];
O6net_3rdSet = Hidden_Layer_Outputs*Who;
O6_3rdSet = sigmf(O6net_3rdSet,[1 0]);
E3 = ((t3-O6_3rdSet)^2)/2+E2
Delta6 = O6_3rdSet*(1-O6_3rdSet)*(t3-O6_3rdSet);
DeltaW = neta*Delta6*[O3_3rdSet O4_3rdSet O5_2ndSet];%Weight difference input to hidden layer
Delta3 = O3_3rdSet*(1-O3_3rdSet)*Who(1,1)*Delta6;%Hidden Layer Weight difference update
Delta4 = O4_3rdSet*(1-O4_3rdSet)*Who(2,1)*Delta6;
DeltaWO3 = neta*Delta3*[x3(1,1) x3(1,2) x3(1,3)];
DeltaWO4 = neta*Delta4*[x3(1,1) x3(1,2) x3(1,3)];
Who = Who + DeltaW';
WeightsO3 = WeightsO3 + DeltaWO3';%updated weights of input to Node 3
WeightsO4 = WeightsO4 + DeltaWO4';%updated weights of input to Node 3
if E < 0.01
    break 
else
   continue 
end
end
  1 Comment
Image Analyst
Image Analyst on 18 May 2018
Edited: Image Analyst on 18 May 2018
"how do i update the value" -- WHAT value?
"until the error reaches a threshold value" What variable is the error? Is it E, E1, E2, or E3 or some other value?
Get rid of this line:
E(Iter) = E;
"I want to add E3 to E1 at the start of each iteration." So do this right after the for line:
E1 = E1 + E3;

Sign in to comment.

Answers (0)

Categories

Find more on Interpolation in Help Center and File Exchange

Tags

Community Treasure Hunt

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

Start Hunting!