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It is known (see eg [1]) that the ML estimator as defined in equation 1 behaves approximately like
, but with an additive offset that varies with the nature of the fitting function. The variance matrix of the fitted model parameters can therefore be obtained (see [1] again, chapter 8) from twice the inverse of the Hessian or curvature matrix
which is defined in equation 3.