"Input argument is undefined" when using nlinfit

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Despite the variables all being defined in the workspace, implementation of the nlinfit function returns the error "Input argument p is undefined". The code I used follows:
fun = @(b,x,y,p) b(1).*x.*p.*((y/x).^b(2) - 1) + b(3)
b0 = [1 1 1];
mdl = nlinfit([x y p],q,fun, b0)
b0 gives the initial values for the coefficients to be determined - b1,b2,b3. fun is an anonymous function according to which the data is to be fit. x,y,p,q are all column vectors, which are visible in the workspace. Any help as to what is going on here would be greatly appreciated. Thank you very much in advance.
  2 Comments
Mahdi
Mahdi on 27 May 2014
It looks like you don't have the variable p defined at all in your work space.
Mahdi
Mahdi on 27 May 2014
If you already have y and p defined, why not simplify the problem and make it
fun=@(b,x) b(1).*x.*p.*((y/x).^b(2) - 1) + b(3)
b0=[1 1 1];
mdl=nlinfit(x,q,fun,b0)

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Accepted Answer

the cyclist
the cyclist on 27 May 2014
Something like this?
x = rand(100,1);
y = rand(100,1);
p = rand(100,1);
q = rand(100,1);
M = [x y p];
fun = @(b,M) b(1).*M(:,1).*M(:,3).*((M(:,2)./M(:,1)).^b(2) - 1) + b(3)
b0 = [1 1 1];
mdl = nlinfit(M,q,fun, b0)
  3 Comments
the cyclist
the cyclist on 27 May 2014
Edited: the cyclist on 27 May 2014
Because nlinfit is only passing one variable [the matrix I defined as M, (called "X" in the documentation)] to fun(). In the syntax you used, MATLAB has no way of knowing that the array
[x,y,p]
should be parsed into the three separate variables of your function.

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