[Hannan]

- Hill Climbing - Local Maximum - Gradient Descent

I don't pretend to have any sort of expertise in these sorts of discussions, so I thought I would throw out some easily wikipedia'd terms that seem to back your thoughts regarding convergence vs. exponentiation.