Taylor Series Approximation To Newton Raphson Algorithm - A note for myself of the proof
We learnt to derive the Newton-Raphson algorithm from Taylor series approximation and implements it for logistic regression in R. We’ll show how the second-order Taylor expansion leads to the Newton-Raphson update formula, then compare individual parameter updates versus using the full Fisher Information matrix for faster convergence