neural network programming error

Prashant Kumar answered . 2024-12-21 01:14:55

 clear all; clc
 rng('default')    % Initialized the RNG
 a = rand(1,1000);
 b = rand(1,1000);
 c = rand(1,1000);
 y = a*2+b*3+c*5;  % Added semicolon
 I = [a; b; c;];   % Added semicolon
 T = y;            % Added semicolon
 net = newff([0 1;0 1 ;0 1],[10 1]);
 net=train(net,I,T);
 J1=sim(net,I);
 MSE = mse(J1-T)
 Op=sim(net,[1 1 1]')

 %  Warning: NEWFF used in an obsolete
% way. 
% > In obs_use at 18
%   In newff>create_network at 127
%   In newff at 102
%   In Untitledgh at 9 
%   See help for NEWFF to update calls to 
%   the   new argument list.

 % MSE =   19.6749
 % Op =     1

 net = newff( I ,T ,10 );  % Current version
 net=train(net,I,T);
 J1=sim(net,I);
 MSE = mse(J1-T)       
 Op=sim(net,[1 1 1]')   

 % MSE =   4.4650e-009
 % Op  =     9.9969

To be sure the obsolete version contains a bug,

 Ntrials = 15
 for i=1:Ntrials
    net = newff([0 1;0 1 ;0 1],[10 1]);
    net=train(net,I,T);
    J1=sim(net,I);
    MSE(i) = mse(J1-T);
    Op(i)=sim(net,[1 1 1]');
 end

 result = [ MSE' OP' ]
%  result =
% 
%    19.6749    1.0000
%    19.6749    1.0000
%    19.6749    1.0000
%    19.6749    1.0000
%    19.7560    1.0000
%    19.6749    1.0000
%    19.6749    1.0000
%    19.6749    1.0000
%    19.6749    1.0000
%    19.6749    1.0000
%    19.6749    1.0000
%    19.6749    1.0000
%    22.1988    1.0000
%    19.6749    1.0000
%    19.6749    1.0000

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