Greedy Newton: Newton’s Method with Exact Line Search

A defining characteristic of Newton’s method is local superlinear convergence within a neighbourhood of a strict local minimum. However, outside this neighborhood Newton’s method can converge slowly or even diverge. A common approach to dealing with non-convergence is using a step size that is set by an Armijo backtracking line search. With suitable initialization the … Read more