The fit equation is
We assume near , the curvy subspace of can be approximated by a plane. This, using Taylor series,
where is divergence of at .
Using same technique in linear regression,
With an initial guess, the interaction should approach to the best estimated parmeter .
The covariance is
The above method is also called Gauss-Newton method.