Variable updation inside a for loop
1 vue (au cours des 30 derniers jours)
Afficher commentaires plus anciens
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 commentaire
Image Analyst
le 18 Mai 2018
Modifié(e) : Image Analyst
le 18 Mai 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;
Réponses (0)
Voir également
Catégories
En savoir plus sur Interpolation dans Help Center et File Exchange
Community Treasure Hunt
Find the treasures in MATLAB Central and discover how the community can help you!
Start Hunting!