Error in optim: function cannot be evaluated at initial parameters

jcfrei picture jcfrei · Feb 25, 2013 · Viewed 14.6k times · Source

So I've run into this weird error in R. I have a simple function which returns an error term when comparing real and simulated prices, called hestondifferences().

when I try to find the local minima via:

 res<-optim(fn=hestondifferences, par = c(vT=vT, rho=rho, k=k, sigma=sigma))

I get the error message:

Error in optim(fn = hestondifferences, par = c(vT = vT, rho = rho, k = k, : function cannot be evaluated at initial parameters

What confuses me is that calling the function directly with the initial parameters hestondifferences(vT, rho, k, sigma) returns the correct value.

The function hestondifferences() is written in a way that whenever the simulation is impossible for a certain set of parameters, it returns NA which is in line with what optim() expects.

Answer

jcfrei picture jcfrei · Feb 25, 2013

Optim expects functions to just have one argument. All further arguments should hence be passed in a vector. That is: the function must be hestondifferences(c(vT, rho, k, sigma)) instead of hestondifferences(vT, rho, k, sigma). See the documentation:

fn : A function to be minimized (or maximized), with first argument the vector of parameters over which minimization is to take place. It should return a scalar result.