I have fit a non-linear model with 3 parameters to a data set.
I have a preconceived notion that one of the parameters will be one of 2 values. So I would like to compare 2 fits of the same model using the two theoretical values for the fixed parameter.
Because the 2 fits are not nested and hence DF is same in both fits, my vague understanding is that I cannot use an F-test on the models SS's. Is this true?
Also, R^2 does not seem appropriate because it is a non-linear model.
What other options should I look at?
Thanks