Problem building a custom transfer function for feedforward neural network
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Hello,
I am trying to build a custom transfer function for my feedforward neural network in Matlab R2019a. But, I face attached error. I defined my new sigmoid function as 'mytanhfunction' as following and I save it in my working directory. Then I try to go to main directory which (matlab installation directory) and I added 'mytanhfunction' just like other functions (like tansig and purelin ...). Still it gives me the same error. I appreciate any help on this.
function a = mytanhfunction(n,varargin)
if nargin > 0
n = convertStringsToChars(n);
end
if ischar(n)
a = nnet7.transfer_fcn(mfilename,n,varargin{:});
return
end
% Apply
a = 1 ./ (exp(-26*(n - .3)) + 1);
I used following two forms of commands in order to design my network. Both gave me the same error I attached to this.
nsk1 = 3; % number of first hidden layer neuron
nsk2 = 2; % number of second hidden layer neuron
% X=inputs
% T= target
nsk1=2;
nsk2=2;
net = newff(X,T,[nsk1,nsk2],{'mytanhfunction','mytanhfunction','purelin'});
net.trainParam.epochs = 50;
net = train(net,X,T);
______________________________________________
net = fitnet;
net.layers{1}.transferFcn = 'mytanhfunction';

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