File Exchange

image thumbnail

Neural Network Symbolic expression

version 1.1 (2.87 KB) by

Prints out the symbolic expression of a Matlab Neural Network toolbox object

11 Downloads

Updated

View License

Given a neural network object, this function returns the closed, symbolic, expression implemented by the network (as a string).

This allows you to use a neural network model without relying on the neural network toolbox.

Note I only implemented for feed forward nets (MLPs) and not all possible transfer functions are supported. However, it should be very straightforward to do this.

Example:

>> net = newff([-1 1; -1 1],[3 1]);
>> getNeuralNetExpression(net)

ans =

(2/(1+exp(-2*((2/(1+exp(-2*(x1*1.728941e+00 + x2*1.700224e+00 + -2.424871e+00)))-1)*-9.045580e-01 + (2/(1+exp(-2*(x1*-2.422662e+00 + x2*-1.034790e-01 + 000000)))-1)*-1.976229e-01 + (2/(1+exp(-2*(x1*2.044171e+00 + x2*1.304364e+00 + 2.424871e+00)))-1)*1.050105e+00 + 000000)))-1)

>>

This function originates from the Surrogate Modeling (SUMO) Toolbox : http://www.sumo.intec.ugent.be

Comments and Ratings (6)

Is it possible to modify the code so I get the expression with symbolic coeffs ?

John Booker

Dirk Gorissen

surya: Sorry I havent read the comments here in a long time. But I dont really understand your question. Just use it as described. Create a neural network object and call getNeuralNetExpression..

surya

surya (view profile)

sir tell me how to search in google as i have been doing it by
neural network in symbolic expres.. in many combinations

surya

surya (view profile)

sir plz reply 2 me
i am working on the same topic could u help me plzz
my mail id is surya44@gmail.com

john lancaster

Updates

1.1

Updated the license conform Mathworks' new policy

MATLAB Release
MATLAB 7.6 (R2008a)

Download apps, toolboxes, and other File Exchange content using Add-On Explorer in MATLAB.

» Watch video