Fisher scoring

Fisher scoring replaces the observed negative Hessian in Newton iteration by the Fisher information:

For $Y=n^{-1}\mathrm{Bin}(n,p)$, the score and information areConsequently one Fisher-scoring step sends every interior starting value directly to the MLE $\hat{p}=Y$.