Most (all?) of the algorithms on the chart iteratively optimize an objective. However, most of the objectives are convex or otherwise admit an optimization strategy that performs better than a genetic algorithm.
I believe you are repeating what I said (?). All of the algorithms have different methods of arriving to an objective function and leveraging it's results. Yet, most share the same problem in terms of optimizing it, and yes, most choose other routes.
