Many other variables are to be calculated first, which are actually functions of the first two variables, and then they're used to calculate the function....And I can't put the function and the two variables in one equation.
None of the above are requirements of fminsearch or any other Matlab optimization routine. Go ahead and create a function with as many lines as you need. Pass this function to fminsearch, fminunc, or whatever...
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